<!DOCTYPE html>
<html>
<head>

<meta charset="utf-8" />
<title>basic_feature_extraction</title>

<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>

<style type="text/css">
    /*!
*
* Twitter Bootstrap
*
*//*! normalize.css v3.0.2 | MIT License | git.io/normalize */html{font-family:sans-serif;-ms-text-size-adjust:100%;-webkit-text-size-adjust:100%}body{margin:0}article,aside,details,figcaption,figure,footer,header,hgroup,main,menu,nav,section,summary{display:block}audio,canvas,progress,video{display:inline-block;vertical-align:baseline}audio:not([controls]){display:none;height:0}[hidden],template{display:none}a{background-color:transparent}a:active,a:hover{outline:0}abbr[title]{border-bottom:1px dotted}b,strong{font-weight:bold}dfn{font-style:italic}h1{font-size:2em;margin:.67em 0}mark{background:#ff0;color:#000}small{font-size:80%}sub,sup{font-size:75%;line-height:0;position:relative;vertical-align:baseline}sup{top:-0.5em}sub{bottom:-0.25em}img{border:0}svg:not(:root){overflow:hidden}figure{margin:1em 40px}hr{-moz-box-sizing:content-box;box-sizing:content-box;height:0}pre{overflow:auto}code,kbd,pre,samp{font-family:monospace,monospace;font-size:1em}button,input,optgroup,select,textarea{color:inherit;font:inherit;margin:0}button{overflow:visible}button,select{text-transform:none}button,html input[type="button"],input[type="reset"],input[type="submit"]{-webkit-appearance:button;cursor:pointer}button[disabled],html input[disabled]{cursor:default}button::-moz-focus-inner,input::-moz-focus-inner{border:0;padding:0}input{line-height:normal}input[type="checkbox"],input[type="radio"]{box-sizing:border-box;padding:0}input[type="number"]::-webkit-inner-spin-button,input[type="number"]::-webkit-outer-spin-button{height:auto}input[type="search"]{-webkit-appearance:textfield;-moz-box-sizing:content-box;-webkit-box-sizing:content-box;box-sizing:content-box}input[type="search"]::-webkit-search-cancel-button,input[type="search"]::-webkit-search-decoration{-webkit-appearance:none}fieldset{border:1px solid #c0c0c0;margin:0 2px;padding:.35em .625em .75em}legend{border:0;padding:0}textarea{overflow:auto}optgroup{font-weight:bold}table{border-collapse:collapse;border-spacing:0}td,th{padding:0}/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */@media print{*,*:before,*:after{background:transparent !important;color:#000 !important;box-shadow:none !important;text-shadow:none !important}a,a:visited{text-decoration:underline}a[href]:after{content:" (" attr(href) ")"}abbr[title]:after{content:" (" attr(title) ")"}a[href^="#"]:after,a[href^="javascript:"]:after{content:""}pre,blockquote{border:1px solid #999;page-break-inside:avoid}thead{display:table-header-group}tr,img{page-break-inside:avoid}img{max-width:100% !important}p,h2,h3{orphans:3;widows:3}h2,h3{page-break-after:avoid}select{background:#fff !important}.navbar{display:none}.btn>.caret,.dropup>.btn>.caret{border-top-color:#000 !important}.label{border:1px solid #000}.table{border-collapse:collapse !important}.table td,.table th{background-color:#fff !important}.table-bordered th,.table-bordered td{border:1px solid #ddd !important}}@font-face{font-family:'Glyphicons Halflings';src:url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');src:url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot?#iefix') format('embedded-opentype'),url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff') format('woff'),url('../components/bootstrap/fonts/glyphicons-halflings-regular.ttf') format('truetype'),url('../components/bootstrap/fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular') format('svg')}.glyphicon{position:relative;top:1px;display:inline-block;font-family:'Glyphicons Halflings';font-style:normal;font-weight:normal;line-height:1;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale}.glyphicon-asterisk:before{content:"\2a"}.glyphicon-plus:before{content:"\2b"}.glyphicon-euro:before,.glyphicon-eur:before{content:"\20ac"}.glyphicon-minus:before{content:"\2212"}.glyphicon-cloud:before{content:"\2601"}.glyphicon-envelope:before{content:"\2709"}.glyphicon-pencil:before{content:"\270f"}.glyphicon-glass:before{content:"\e001"}.glyphicon-music:before{content:"\e002"}.glyphicon-search:before{content:"\e003"}.glyphicon-heart:before{content:"\e005"}.glyphicon-star:before{content:"\e006"}.glyphicon-star-empty:before{content:"\e007"}.glyphicon-user:before{content:"\e008"}.glyphicon-film:before{content:"\e009"}.glyphicon-th-large:before{content:"\e010"}.glyphicon-th:before{content:"\e011"}.glyphicon-th-list:before{content:"\e012"}.glyphicon-ok:before{content:"\e013"}.glyphicon-remove:before{content:"\e014"}.glyphicon-zoom-in:before{content:"\e015"}.glyphicon-zoom-out:before{content:"\e016"}.glyphicon-off:before{content:"\e017"}.glyphicon-signal:before{content:"\e018"}.glyphicon-cog:before{content:"\e019"}.glyphicon-trash:before{content:"\e020"}.glyphicon-home:before{content:"\e021"}.glyphicon-file:before{content:"\e022"}.glyphicon-time:before{content:"\e023"}.glyphicon-road:before{content:"\e024"}.glyphicon-download-alt:before{content:"\e025"}.glyphicon-download:before{content:"\e026"}.glyphicon-upload:before{content:"\e027"}.glyphicon-inbox:before{content:"\e028"}.glyphicon-play-circle:before{content:"\e029"}.glyphicon-repeat:before{content:"\e030"}.glyphicon-refresh:before{content:"\e031"}.glyphicon-list-alt:before{content:"\e032"}.glyphicon-lock:before{content:"\e033"}.glyphicon-flag:before{content:"\e034"}.glyphicon-headphones:before{content:"\e035"}.glyphicon-volume-off:before{content:"\e036"}.glyphicon-volume-down:before{content:"\e037"}.glyphicon-volume-up:before{content:"\e038"}.glyphicon-qrcode:before{content:"\e039"}.glyphicon-barcode:before{content:"\e040"}.glyphicon-tag:before{content:"\e041"}.glyphicon-tags:before{content:"\e042"}.glyphicon-book:before{content:"\e043"}.glyphicon-bookmark:before{content:"\e044"}.glyphicon-print:before{content:"\e045"}.glyphicon-camera:before{content:"\e046"}.glyphicon-font:before{content:"\e047"}.glyphicon-bold:before{content:"\e048"}.glyphicon-italic:before{content:"\e049"}.glyphicon-text-height:before{content:"\e050"}.glyphicon-text-width:before{content:"\e051"}.glyphicon-align-left:before{content:"\e052"}.glyphicon-align-center:before{content:"\e053"}.glyphicon-align-right:before{content:"\e054"}.glyphicon-align-justify:before{content:"\e055"}.glyphicon-list:before{content:"\e056"}.glyphicon-indent-left:before{content:"\e057"}.glyphicon-indent-right:before{content:"\e058"}.glyphicon-facetime-video:before{content:"\e059"}.glyphicon-picture:before{content:"\e060"}.glyphicon-map-marker:before{content:"\e062"}.glyphicon-adjust:before{content:"\e063"}.glyphicon-tint:before{content:"\e064"}.glyphicon-edit:before{content:"\e065"}.glyphicon-share:before{content:"\e066"}.glyphicon-check:before{content:"\e067"}.glyphicon-move:before{content:"\e068"}.glyphicon-step-backward:before{content:"\e069"}.glyphicon-fast-backward:before{content:"\e070"}.glyphicon-backward:before{content:"\e071"}.glyphicon-play:before{content:"\e072"}.glyphicon-pause:before{content:"\e073"}.glyphicon-stop:before{content:"\e074"}.glyphicon-forward:before{content:"\e075"}.glyphicon-fast-forward:before{content:"\e076"}.glyphicon-step-forward:before{content:"\e077"}.glyphicon-eject:before{content:"\e078"}.glyphicon-chevron-left:before{content:"\e079"}.glyphicon-chevron-right:before{content:"\e080"}.glyphicon-plus-sign:before{content:"\e081"}.glyphicon-minus-sign:before{content:"\e082"}.glyphicon-remove-sign:before{content:"\e083"}.glyphicon-ok-sign:before{content:"\e084"}.glyphicon-question-sign:before{content:"\e085"}.glyphicon-info-sign:before{content:"\e086"}.glyphicon-screenshot:before{content:"\e087"}.glyphicon-remove-circle:before{content:"\e088"}.glyphicon-ok-circle:before{content:"\e089"}.glyphicon-ban-circle:before{content:"\e090"}.glyphicon-arrow-left:before{content:"\e091"}.glyphicon-arrow-right:before{content:"\e092"}.glyphicon-arrow-up:before{content:"\e093"}.glyphicon-arrow-down:before{content:"\e094"}.glyphicon-share-alt:before{content:"\e095"}.glyphicon-resize-full:before{content:"\e096"}.glyphicon-resize-small:before{content:"\e097"}.glyphicon-exclamation-sign:before{content:"\e101"}.glyphicon-gift:before{content:"\e102"}.glyphicon-leaf:before{content:"\e103"}.glyphicon-fire:before{content:"\e104"}.glyphicon-eye-open:before{content:"\e105"}.glyphicon-eye-close:before{content:"\e106"}.glyphicon-warning-sign:before{content:"\e107"}.glyphicon-plane:before{content:"\e108"}.glyphicon-calendar:before{content:"\e109"}.glyphicon-random:before{content:"\e110"}.glyphicon-comment:before{content:"\e111"}.glyphicon-magnet:before{content:"\e112"}.glyphicon-chevron-up:before{content:"\e113"}.glyphicon-chevron-down:before{content:"\e114"}.glyphicon-retweet:before{content:"\e115"}.glyphicon-shopping-cart:before{content:"\e116"}.glyphicon-folder-close:before{content:"\e117"}.glyphicon-folder-open:before{content:"\e118"}.glyphicon-resize-vertical:before{content:"\e119"}.glyphicon-resize-horizontal:before{content:"\e120"}.glyphicon-hdd:before{content:"\e121"}.glyphicon-bullhorn:before{content:"\e122"}.glyphicon-bell:before{content:"\e123"}.glyphicon-certificate:before{content:"\e124"}.glyphicon-thumbs-up:before{content:"\e125"}.glyphicon-thumbs-down:before{content:"\e126"}.glyphicon-hand-right:before{content:"\e127"}.glyphicon-hand-left:before{content:"\e128"}.glyphicon-hand-up:before{content:"\e129"}.glyphicon-hand-down:before{content:"\e130"}.glyphicon-circle-arrow-right:before{content:"\e131"}.glyphicon-circle-arrow-left:before{content:"\e132"}.glyphicon-circle-arrow-up:before{content:"\e133"}.glyphicon-circle-arrow-down:before{content:"\e134"}.glyphicon-globe:before{content:"\e135"}.glyphicon-wrench:before{content:"\e136"}.glyphicon-tasks:before{content:"\e137"}.glyphicon-filter:before{content:"\e138"}.glyphicon-briefcase:before{content:"\e139"}.glyphicon-fullscreen:before{content:"\e140"}.glyphicon-dashboard:before{content:"\e141"}.glyphicon-paperclip:before{content:"\e142"}.glyphicon-heart-empty:before{content:"\e143"}.glyphicon-link:before{content:"\e144"}.glyphicon-phone:before{content:"\e145"}.glyphicon-pushpin:before{content:"\e146"}.glyphicon-usd:before{content:"\e148"}.glyphicon-gbp:before{content:"\e149"}.glyphicon-sort:before{content:"\e150"}.glyphicon-sort-by-alphabet:before{content:"\e151"}.glyphicon-sort-by-alphabet-alt:before{content:"\e152"}.glyphicon-sort-by-order:before{content:"\e153"}.glyphicon-sort-by-order-alt:before{content:"\e154"}.glyphicon-sort-by-attributes:before{content:"\e155"}.glyphicon-sort-by-attributes-alt:before{content:"\e156"}.glyphicon-unchecked:before{content:"\e157"}.glyphicon-expand:before{content:"\e158"}.glyphicon-collapse-down:before{content:"\e159"}.glyphicon-collapse-up:before{content:"\e160"}.glyphicon-log-in:before{content:"\e161"}.glyphicon-flash:before{content:"\e162"}.glyphicon-log-out:before{content:"\e163"}.glyphicon-new-window:before{content:"\e164"}.glyphicon-record:before{content:"\e165"}.glyphicon-save:before{content:"\e166"}.glyphicon-open:before{content:"\e167"}.glyphicon-saved:before{content:"\e168"}.glyphicon-import:before{content:"\e169"}.glyphicon-export:before{content:"\e170"}.glyphicon-send:before{content:"\e171"}.glyphicon-floppy-disk:before{content:"\e172"}.glyphicon-floppy-saved:before{content:"\e173"}.glyphicon-floppy-remove:before{content:"\e174"}.glyphicon-floppy-save:before{content:"\e175"}.glyphicon-floppy-open:before{content:"\e176"}.glyphicon-credit-card:before{content:"\e177"}.glyphicon-transfer:before{content:"\e178"}.glyphicon-cutlery:before{content:"\e179"}.glyphicon-header:before{content:"\e180"}.glyphicon-compressed:before{content:"\e181"}.glyphicon-earphone:before{content:"\e182"}.glyphicon-phone-alt:before{content:"\e183"}.glyphicon-tower:before{content:"\e184"}.glyphicon-stats:before{content:"\e185"}.glyphicon-sd-video:before{content:"\e186"}.glyphicon-hd-video:before{content:"\e187"}.glyphicon-subtitles:before{content:"\e188"}.glyphicon-sound-stereo:before{content:"\e189"}.glyphicon-sound-dolby:before{content:"\e190"}.glyphicon-sound-5-1:before{content:"\e191"}.glyphicon-sound-6-1:before{content:"\e192"}.glyphicon-sound-7-1:before{content:"\e193"}.glyphicon-copyright-mark:before{content:"\e194"}.glyphicon-registration-mark:before{content:"\e195"}.glyphicon-cloud-download:before{content:"\e197"}.glyphicon-cloud-upload:before{content:"\e198"}.glyphicon-tree-conifer:before{content:"\e199"}.glyphicon-tree-deciduous:before{content:"\e200"}*{-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box}*:before,*:after{-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box}html{font-size:10px;-webkit-tap-highlight-color:rgba(0,0,0,0)}body{font-family:"Helvetica Neue",Helvetica,Arial,sans-serif;font-size:13px;line-height:1.42857143;color:#000;background-color:#fff}input,button,select,textarea{font-family:inherit;font-size:inherit;line-height:inherit}a{color:#337ab7;text-decoration:none}a:hover,a:focus{color:#23527c;text-decoration:underline}a:focus{outline:thin dotted;outline:5px auto -webkit-focus-ring-color;outline-offset:-2px}figure{margin:0}img{vertical-align:middle}.img-responsive,.thumbnail>img,.thumbnail a>img,.carousel-inner>.item>img,.carousel-inner>.item>a>img{display:block;max-width:100%;height:auto}.img-rounded{border-radius:3px}.img-thumbnail{padding:4px;line-height:1.42857143;background-color:#fff;border:1px solid #ddd;border-radius:2px;-webkit-transition:all .2s ease-in-out;-o-transition:all .2s ease-in-out;transition:all .2s ease-in-out;display:inline-block;max-width:100%;height:auto}.img-circle{border-radius:50%}hr{margin-top:18px;margin-bottom:18px;border:0;border-top:1px solid #eee}.sr-only{position:absolute;width:1px;height:1px;margin:-1px;padding:0;overflow:hidden;clip:rect(0, 0, 0, 0);border:0}.sr-only-focusable:active,.sr-only-focusable:focus{position:static;width:auto;height:auto;margin:0;overflow:visible;clip:auto}h1,h2,h3,h4,h5,h6,.h1,.h2,.h3,.h4,.h5,.h6{font-family:inherit;font-weight:500;line-height:1.1;color:inherit}h1 small,h2 small,h3 small,h4 small,h5 small,h6 small,.h1 small,.h2 small,.h3 small,.h4 small,.h5 small,.h6 small,h1 .small,h2 .small,h3 .small,h4 .small,h5 .small,h6 .small,.h1 .small,.h2 .small,.h3 .small,.h4 .small,.h5 .small,.h6 .small{font-weight:normal;line-height:1;color:#777}h1,.h1,h2,.h2,h3,.h3{margin-top:18px;margin-bottom:9px}h1 small,.h1 small,h2 small,.h2 small,h3 small,.h3 small,h1 .small,.h1 .small,h2 .small,.h2 .small,h3 .small,.h3 .small{font-size:65%}h4,.h4,h5,.h5,h6,.h6{margin-top:9px;margin-bottom:9px}h4 small,.h4 small,h5 small,.h5 small,h6 small,.h6 small,h4 .small,.h4 .small,h5 .small,.h5 .small,h6 .small,.h6 .small{font-size:75%}h1,.h1{font-size:33px}h2,.h2{font-size:27px}h3,.h3{font-size:23px}h4,.h4{font-size:17px}h5,.h5{font-size:13px}h6,.h6{font-size:12px}p{margin:0 0 9px}.lead{margin-bottom:18px;font-size:14px;font-weight:300;line-height:1.4}@media (min-width:768px){.lead{font-size:19.5px}}small,.small{font-size:92%}mark,.mark{background-color:#fcf8e3;padding:.2em}.text-left{text-align:left}.text-right{text-align:right}.text-center{text-align:center}.text-justify{text-align:justify}.text-nowrap{white-space:nowrap}.text-lowercase{text-transform:lowercase}.text-uppercase{text-transform:uppercase}.text-capitalize{text-transform:capitalize}.text-muted{color:#777}.text-primary{color:#337ab7}a.text-primary:hover{color:#286090}.text-success{color:#3c763d}a.text-success:hover{color:#2b542c}.text-info{color:#31708f}a.text-info:hover{color:#245269}.text-warning{color:#8a6d3b}a.text-warning:hover{color:#66512c}.text-danger{color:#a94442}a.text-danger:hover{color:#843534}.bg-primary{color:#fff;background-color:#337ab7}a.bg-primary:hover{background-color:#286090}.bg-success{background-color:#dff0d8}a.bg-success:hover{background-color:#c1e2b3}.bg-info{background-color:#d9edf7}a.bg-info:hover{background-color:#afd9ee}.bg-warning{background-color:#fcf8e3}a.bg-warning:hover{background-color:#f7ecb5}.bg-danger{background-color:#f2dede}a.bg-danger:hover{background-color:#e4b9b9}.page-header{padding-bottom:8px;margin:36px 0 18px;border-bottom:1px solid #eee}ul,ol{margin-top:0;margin-bottom:9px}ul ul,ol ul,ul ol,ol ol{margin-bottom:0}.list-unstyled{padding-left:0;list-style:none}.list-inline{padding-left:0;list-style:none;margin-left:-5px}.list-inline>li{display:inline-block;padding-left:5px;padding-right:5px}dl{margin-top:0;margin-bottom:18px}dt,dd{line-height:1.42857143}dt{font-weight:bold}dd{margin-left:0}@media (min-width:541px){.dl-horizontal dt{float:left;width:160px;clear:left;text-align:right;overflow:hidden;text-overflow:ellipsis;white-space:nowrap}.dl-horizontal dd{margin-left:180px}}abbr[title],abbr[data-original-title]{cursor:help;border-bottom:1px dotted #777}.initialism{font-size:90%;text-transform:uppercase}blockquote{padding:9px 18px;margin:0 0 18px;font-size:inherit;border-left:5px solid #eee}blockquote p:last-child,blockquote ul:last-child,blockquote ol:last-child{margin-bottom:0}blockquote footer,blockquote small,blockquote .small{display:block;font-size:80%;line-height:1.42857143;color:#777}blockquote footer:before,blockquote small:before,blockquote .small:before{content:'\2014 \00A0'}.blockquote-reverse,blockquote.pull-right{padding-right:15px;padding-left:0;border-right:5px solid #eee;border-left:0;text-align:right}.blockquote-reverse footer:before,blockquote.pull-right footer:before,.blockquote-reverse small:before,blockquote.pull-right small:before,.blockquote-reverse .small:before,blockquote.pull-right .small:before{content:''}.blockquote-reverse footer:after,blockquote.pull-right footer:after,.blockquote-reverse small:after,blockquote.pull-right small:after,.blockquote-reverse .small:after,blockquote.pull-right .small:after{content:'\00A0 \2014'}address{margin-bottom:18px;font-style:normal;line-height:1.42857143}code,kbd,pre,samp{font-family:monospace}code{padding:2px 4px;font-size:90%;color:#c7254e;background-color:#f9f2f4;border-radius:2px}kbd{padding:2px 4px;font-size:90%;color:#fff;background-color:#333;border-radius:1px;box-shadow:inset 0 -1px 0 rgba(0,0,0,0.25)}kbd kbd{padding:0;font-size:100%;font-weight:bold;box-shadow:none}pre{display:block;padding:8.5px;margin:0 0 9px;font-size:12px;line-height:1.42857143;word-break:break-all;word-wrap:break-word;color:#333;background-color:#f5f5f5;border:1px solid #ccc;border-radius:2px}pre code{padding:0;font-size:inherit;color:inherit;white-space:pre-wrap;background-color:transparent;border-radius:0}.pre-scrollable{max-height:340px;overflow-y:scroll}.container{margin-right:auto;margin-left:auto;padding-left:0;padding-right:0}@media (min-width:768px){.container{width:768px}}@media (min-width:992px){.container{width:940px}}@media (min-width:1200px){.container{width:1140px}}.container-fluid{margin-right:auto;margin-left:auto;padding-left:0;padding-right:0}.row{margin-left:0;margin-right:0}.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12{position:relative;min-height:1px;padding-left:0;padding-right:0}.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12{float:left}.col-xs-12{width:100%}.col-xs-11{width:91.66666667%}.col-xs-10{width:83.33333333%}.col-xs-9{width:75%}.col-xs-8{width:66.66666667%}.col-xs-7{width:58.33333333%}.col-xs-6{width:50%}.col-xs-5{width:41.66666667%}.col-xs-4{width:33.33333333%}.col-xs-3{width:25%}.col-xs-2{width:16.66666667%}.col-xs-1{width:8.33333333%}.col-xs-pull-12{right:100%}.col-xs-pull-11{right:91.66666667%}.col-xs-pull-10{right:83.33333333%}.col-xs-pull-9{right:75%}.col-xs-pull-8{right:66.66666667%}.col-xs-pull-7{right:58.33333333%}.col-xs-pull-6{right:50%}.col-xs-pull-5{right:41.66666667%}.col-xs-pull-4{right:33.33333333%}.col-xs-pull-3{right:25%}.col-xs-pull-2{right:16.66666667%}.col-xs-pull-1{right:8.33333333%}.col-xs-pull-0{right:auto}.col-xs-push-12{left:100%}.col-xs-push-11{left:91.66666667%}.col-xs-push-10{left:83.33333333%}.col-xs-push-9{left:75%}.col-xs-push-8{left:66.66666667%}.col-xs-push-7{left:58.33333333%}.col-xs-push-6{left:50%}.col-xs-push-5{left:41.66666667%}.col-xs-push-4{left:33.33333333%}.col-xs-push-3{left:25%}.col-xs-push-2{left:16.66666667%}.col-xs-push-1{left:8.33333333%}.col-xs-push-0{left:auto}.col-xs-offset-12{margin-left:100%}.col-xs-offset-11{margin-left:91.66666667%}.col-xs-offset-10{margin-left:83.33333333%}.col-xs-offset-9{margin-left:75%}.col-xs-offset-8{margin-left:66.66666667%}.col-xs-offset-7{margin-left:58.33333333%}.col-xs-offset-6{margin-left:50%}.col-xs-offset-5{margin-left:41.66666667%}.col-xs-offset-4{margin-left:33.33333333%}.col-xs-offset-3{margin-left:25%}.col-xs-offset-2{margin-left:16.66666667%}.col-xs-offset-1{margin-left:8.33333333%}.col-xs-offset-0{margin-left:0}@media (min-width:768px){.col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12{float:left}.col-sm-12{width:100%}.col-sm-11{width:91.66666667%}.col-sm-10{width:83.33333333%}.col-sm-9{width:75%}.col-sm-8{width:66.66666667%}.col-sm-7{width:58.33333333%}.col-sm-6{width:50%}.col-sm-5{width:41.66666667%}.col-sm-4{width:33.33333333%}.col-sm-3{width:25%}.col-sm-2{width:16.66666667%}.col-sm-1{width:8.33333333%}.col-sm-pull-12{right:100%}.col-sm-pull-11{right:91.66666667%}.col-sm-pull-10{right:83.33333333%}.col-sm-pull-9{right:75%}.col-sm-pull-8{right:66.66666667%}.col-sm-pull-7{right:58.33333333%}.col-sm-pull-6{right:50%}.col-sm-pull-5{right:41.66666667%}.col-sm-pull-4{right:33.33333333%}.col-sm-pull-3{right:25%}.col-sm-pull-2{right:16.66666667%}.col-sm-pull-1{right:8.33333333%}.col-sm-pull-0{right:auto}.col-sm-push-12{left:100%}.col-sm-push-11{left:91.66666667%}.col-sm-push-10{left:83.33333333%}.col-sm-push-9{left:75%}.col-sm-push-8{left:66.66666667%}.col-sm-push-7{left:58.33333333%}.col-sm-push-6{left:50%}.col-sm-push-5{left:41.66666667%}.col-sm-push-4{left:33.33333333%}.col-sm-push-3{left:25%}.col-sm-push-2{left:16.66666667%}.col-sm-push-1{left:8.33333333%}.col-sm-push-0{left:auto}.col-sm-offset-12{margin-left:100%}.col-sm-offset-11{margin-left:91.66666667%}.col-sm-offset-10{margin-left:83.33333333%}.col-sm-offset-9{margin-left:75%}.col-sm-offset-8{margin-left:66.66666667%}.col-sm-offset-7{margin-left:58.33333333%}.col-sm-offset-6{margin-left:50%}.col-sm-offset-5{margin-left:41.66666667%}.col-sm-offset-4{margin-left:33.33333333%}.col-sm-offset-3{margin-left:25%}.col-sm-offset-2{margin-left:16.66666667%}.col-sm-offset-1{margin-left:8.33333333%}.col-sm-offset-0{margin-left:0}}@media (min-width:992px){.col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12{float:left}.col-md-12{width:100%}.col-md-11{width:91.66666667%}.col-md-10{width:83.33333333%}.col-md-9{width:75%}.col-md-8{width:66.66666667%}.col-md-7{width:58.33333333%}.col-md-6{width:50%}.col-md-5{width:41.66666667%}.col-md-4{width:33.33333333%}.col-md-3{width:25%}.col-md-2{width:16.66666667%}.col-md-1{width:8.33333333%}.col-md-pull-12{right:100%}.col-md-pull-11{right:91.66666667%}.col-md-pull-10{right:83.33333333%}.col-md-pull-9{right:75%}.col-md-pull-8{right:66.66666667%}.col-md-pull-7{right:58.33333333%}.col-md-pull-6{right:50%}.col-md-pull-5{right:41.66666667%}.col-md-pull-4{right:33.33333333%}.col-md-pull-3{right:25%}.col-md-pull-2{right:16.66666667%}.col-md-pull-1{right:8.33333333%}.col-md-pull-0{right:auto}.col-md-push-12{left:100%}.col-md-push-11{left:91.66666667%}.col-md-push-10{left:83.33333333%}.col-md-push-9{left:75%}.col-md-push-8{left:66.66666667%}.col-md-push-7{left:58.33333333%}.col-md-push-6{left:50%}.col-md-push-5{left:41.66666667%}.col-md-push-4{left:33.33333333%}.col-md-push-3{left:25%}.col-md-push-2{left:16.66666667%}.col-md-push-1{left:8.33333333%}.col-md-push-0{left:auto}.col-md-offset-12{margin-left:100%}.col-md-offset-11{margin-left:91.66666667%}.col-md-offset-10{margin-left:83.33333333%}.col-md-offset-9{margin-left:75%}.col-md-offset-8{margin-left:66.66666667%}.col-md-offset-7{margin-left:58.33333333%}.col-md-offset-6{margin-left:50%}.col-md-offset-5{margin-left:41.66666667%}.col-md-offset-4{margin-left:33.33333333%}.col-md-offset-3{margin-left:25%}.col-md-offset-2{margin-left:16.66666667%}.col-md-offset-1{margin-left:8.33333333%}.col-md-offset-0{margin-left:0}}@media (min-width:1200px){.col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12{float:left}.col-lg-12{width:100%}.col-lg-11{width:91.66666667%}.col-lg-10{width:83.33333333%}.col-lg-9{width:75%}.col-lg-8{width:66.66666667%}.col-lg-7{width:58.33333333%}.col-lg-6{width:50%}.col-lg-5{width:41.66666667%}.col-lg-4{width:33.33333333%}.col-lg-3{width:25%}.col-lg-2{width:16.66666667%}.col-lg-1{width:8.33333333%}.col-lg-pull-12{right:100%}.col-lg-pull-11{right:91.66666667%}.col-lg-pull-10{right:83.33333333%}.col-lg-pull-9{right:75%}.col-lg-pull-8{right:66.66666667%}.col-lg-pull-7{right:58.33333333%}.col-lg-pull-6{right:50%}.col-lg-pull-5{right:41.66666667%}.col-lg-pull-4{right:33.33333333%}.col-lg-pull-3{right:25%}.col-lg-pull-2{right:16.66666667%}.col-lg-pull-1{right:8.33333333%}.col-lg-pull-0{right:auto}.col-lg-push-12{left:100%}.col-lg-push-11{left:91.66666667%}.col-lg-push-10{left:83.33333333%}.col-lg-push-9{left:75%}.col-lg-push-8{left:66.66666667%}.col-lg-push-7{left:58.33333333%}.col-lg-push-6{left:50%}.col-lg-push-5{left:41.66666667%}.col-lg-push-4{left:33.33333333%}.col-lg-push-3{left:25%}.col-lg-push-2{left:16.66666667%}.col-lg-push-1{left:8.33333333%}.col-lg-push-0{left:auto}.col-lg-offset-12{margin-left:100%}.col-lg-offset-11{margin-left:91.66666667%}.col-lg-offset-10{margin-left:83.33333333%}.col-lg-offset-9{margin-left:75%}.col-lg-offset-8{margin-left:66.66666667%}.col-lg-offset-7{margin-left:58.33333333%}.col-lg-offset-6{margin-left:50%}.col-lg-offset-5{margin-left:41.66666667%}.col-lg-offset-4{margin-left:33.33333333%}.col-lg-offset-3{margin-left:25%}.col-lg-offset-2{margin-left:16.66666667%}.col-lg-offset-1{margin-left:8.33333333%}.col-lg-offset-0{margin-left:0}}table{background-color:transparent}caption{padding-top:8px;padding-bottom:8px;color:#777;text-align:left}th{text-align:left}.table{width:100%;max-width:100%;margin-bottom:18px}.table>thead>tr>th,.table>tbody>tr>th,.table>tfoot>tr>th,.table>thead>tr>td,.table>tbody>tr>td,.table>tfoot>tr>td{padding:8px;line-height:1.42857143;vertical-align:top;border-top:1px solid #ddd}.table>thead>tr>th{vertical-align:bottom;border-bottom:2px solid #ddd}.table>caption+thead>tr:first-child>th,.table>colgroup+thead>tr:first-child>th,.table>thead:first-child>tr:first-child>th,.table>caption+thead>tr:first-child>td,.table>colgroup+thead>tr:first-child>td,.table>thead:first-child>tr:first-child>td{border-top:0}.table>tbody+tbody{border-top:2px solid #ddd}.table .table{background-color:#fff}.table-condensed>thead>tr>th,.table-condensed>tbody>tr>th,.table-condensed>tfoot>tr>th,.table-condensed>thead>tr>td,.table-condensed>tbody>tr>td,.table-condensed>tfoot>tr>td{padding:5px}.table-bordered{border:1px solid #ddd}.table-bordered>thead>tr>th,.table-bordered>tbody>tr>th,.table-bordered>tfoot>tr>th,.table-bordered>thead>tr>td,.table-bordered>tbody>tr>td,.table-bordered>tfoot>tr>td{border:1px solid #ddd}.table-bordered>thead>tr>th,.table-bordered>thead>tr>td{border-bottom-width:2px}.table-striped>tbody>tr:nth-child(odd){background-color:#f9f9f9}.table-hover>tbody>tr:hover{background-color:#f5f5f5}table col[class*="col-"]{position:static;float:none;display:table-column}table td[class*="col-"],table th[class*="col-"]{position:static;float:none;display:table-cell}.table>thead>tr>td.active,.table>tbody>tr>td.active,.table>tfoot>tr>td.active,.table>thead>tr>th.active,.table>tbody>tr>th.active,.table>tfoot>tr>th.active,.table>thead>tr.active>td,.table>tbody>tr.active>td,.table>tfoot>tr.active>td,.table>thead>tr.active>th,.table>tbody>tr.active>th,.table>tfoot>tr.active>th{background-color:#f5f5f5}.table-hover>tbody>tr>td.active:hover,.table-hover>tbody>tr>th.active:hover,.table-hover>tbody>tr.active:hover>td,.table-hover>tbody>tr:hover>.active,.table-hover>tbody>tr.active:hover>th{background-color:#e8e8e8}.table>thead>tr>td.success,.table>tbody>tr>td.success,.table>tfoot>tr>td.success,.table>thead>tr>th.success,.table>tbody>tr>th.success,.table>tfoot>tr>th.success,.table>thead>tr.success>td,.table>tbody>tr.success>td,.table>tfoot>tr.success>td,.table>thead>tr.success>th,.table>tbody>tr.success>th,.table>tfoot>tr.success>th{background-color:#dff0d8}.table-hover>tbody>tr>td.success:hover,.table-hover>tbody>tr>th.success:hover,.table-hover>tbody>tr.success:hover>td,.table-hover>tbody>tr:hover>.success,.table-hover>tbody>tr.success:hover>th{background-color:#d0e9c6}.table>thead>tr>td.info,.table>tbody>tr>td.info,.table>tfoot>tr>td.info,.table>thead>tr>th.info,.table>tbody>tr>th.info,.table>tfoot>tr>th.info,.table>thead>tr.info>td,.table>tbody>tr.info>td,.table>tfoot>tr.info>td,.table>thead>tr.info>th,.table>tbody>tr.info>th,.table>tfoot>tr.info>th{background-color:#d9edf7}.table-hover>tbody>tr>td.info:hover,.table-hover>tbody>tr>th.info:hover,.table-hover>tbody>tr.info:hover>td,.table-hover>tbody>tr:hover>.info,.table-hover>tbody>tr.info:hover>th{background-color:#c4e3f3}.table>thead>tr>td.warning,.table>tbody>tr>td.warning,.table>tfoot>tr>td.warning,.table>thead>tr>th.warning,.table>tbody>tr>th.warning,.table>tfoot>tr>th.warning,.table>thead>tr.warning>td,.table>tbody>tr.warning>td,.table>tfoot>tr.warning>td,.table>thead>tr.warning>th,.table>tbody>tr.warning>th,.table>tfoot>tr.warning>th{background-color:#fcf8e3}.table-hover>tbody>tr>td.warning:hover,.table-hover>tbody>tr>th.warning:hover,.table-hover>tbody>tr.warning:hover>td,.table-hover>tbody>tr:hover>.warning,.table-hover>tbody>tr.warning:hover>th{background-color:#faf2cc}.table>thead>tr>td.danger,.table>tbody>tr>td.danger,.table>tfoot>tr>td.danger,.table>thead>tr>th.danger,.table>tbody>tr>th.danger,.table>tfoot>tr>th.danger,.table>thead>tr.danger>td,.table>tbody>tr.danger>td,.table>tfoot>tr.danger>td,.table>thead>tr.danger>th,.table>tbody>tr.danger>th,.table>tfoot>tr.danger>th{background-color:#f2dede}.table-hover>tbody>tr>td.danger:hover,.table-hover>tbody>tr>th.danger:hover,.table-hover>tbody>tr.danger:hover>td,.table-hover>tbody>tr:hover>.danger,.table-hover>tbody>tr.danger:hover>th{background-color:#ebcccc}.table-responsive{overflow-x:auto;min-height:.01%}@media screen and (max-width:767px){.table-responsive{width:100%;margin-bottom:13.5px;overflow-y:hidden;-ms-overflow-style:-ms-autohiding-scrollbar;border:1px solid #ddd}.table-responsive>.table{margin-bottom:0}.table-responsive>.table>thead>tr>th,.table-responsive>.table>tbody>tr>th,.table-responsive>.table>tfoot>tr>th,.table-responsive>.table>thead>tr>td,.table-responsive>.table>tbody>tr>td,.table-responsive>.table>tfoot>tr>td{white-space:nowrap}.table-responsive>.table-bordered{border:0}.table-responsive>.table-bordered>thead>tr>th:first-child,.table-responsive>.table-bordered>tbody>tr>th:first-child,.table-responsive>.table-bordered>tfoot>tr>th:first-child,.table-responsive>.table-bordered>thead>tr>td:first-child,.table-responsive>.table-bordered>tbody>tr>td:first-child,.table-responsive>.table-bordered>tfoot>tr>td:first-child{border-left:0}.table-responsive>.table-bordered>thead>tr>th:last-child,.table-responsive>.table-bordered>tbody>tr>th:last-child,.table-responsive>.table-bordered>tfoot>tr>th:last-child,.table-responsive>.table-bordered>thead>tr>td:last-child,.table-responsive>.table-bordered>tbody>tr>td:last-child,.table-responsive>.table-bordered>tfoot>tr>td:last-child{border-right:0}.table-responsive>.table-bordered>tbody>tr:last-child>th,.table-responsive>.table-bordered>tfoot>tr:last-child>th,.table-responsive>.table-bordered>tbody>tr:last-child>td,.table-responsive>.table-bordered>tfoot>tr:last-child>td{border-bottom:0}}fieldset{padding:0;margin:0;border:0;min-width:0}legend{display:block;width:100%;padding:0;margin-bottom:18px;font-size:19.5px;line-height:inherit;color:#333;border:0;border-bottom:1px solid #e5e5e5}label{display:inline-block;max-width:100%;margin-bottom:5px;font-weight:bold}input[type="search"]{-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box}input[type="radio"],input[type="checkbox"]{margin:4px 0 0;margin-top:1px \9;line-height:normal}input[type="file"]{display:block}input[type="range"]{display:block;width:100%}select[multiple],select[size]{height:auto}input[type="file"]:focus,input[type="radio"]:focus,input[type="checkbox"]:focus{outline:thin dotted;outline:5px auto -webkit-focus-ring-color;outline-offset:-2px}output{display:block;padding-top:7px;font-size:13px;line-height:1.42857143;color:#555}.form-control{display:block;width:100%;height:32px;padding:6px 12px;font-size:13px;line-height:1.42857143;color:#555;background-color:#fff;background-image:none;border:1px solid #ccc;border-radius:2px;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);-webkit-transition:border-color ease-in-out .15s, box-shadow ease-in-out .15s;-o-transition:border-color ease-in-out .15s, box-shadow ease-in-out .15s;transition:border-color ease-in-out .15s, box-shadow ease-in-out .15s}.form-control:focus{border-color:#66afe9;outline:0;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);box-shadow:inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6)}.form-control::-moz-placeholder{color:#999;opacity:1}.form-control:-ms-input-placeholder{color:#999}.form-control::-webkit-input-placeholder{color:#999}.form-control[disabled],.form-control[readonly],fieldset[disabled] .form-control{cursor:not-allowed;background-color:#eee;opacity:1}textarea.form-control{height:auto}input[type="search"]{-webkit-appearance:none}@media screen and (-webkit-min-device-pixel-ratio:0){input[type="date"],input[type="time"],input[type="datetime-local"],input[type="month"]{line-height:32px}input[type="date"].input-sm,input[type="time"].input-sm,input[type="datetime-local"].input-sm,input[type="month"].input-sm{line-height:30px}input[type="date"].input-lg,input[type="time"].input-lg,input[type="datetime-local"].input-lg,input[type="month"].input-lg{line-height:45px}}.form-group{margin-bottom:15px}.radio,.checkbox{position:relative;display:block;margin-top:10px;margin-bottom:10px}.radio label,.checkbox label{min-height:18px;padding-left:20px;margin-bottom:0;font-weight:normal;cursor:pointer}.radio input[type="radio"],.radio-inline input[type="radio"],.checkbox input[type="checkbox"],.checkbox-inline input[type="checkbox"]{position:absolute;margin-left:-20px;margin-top:4px \9}.radio+.radio,.checkbox+.checkbox{margin-top:-5px}.radio-inline,.checkbox-inline{display:inline-block;padding-left:20px;margin-bottom:0;vertical-align:middle;font-weight:normal;cursor:pointer}.radio-inline+.radio-inline,.checkbox-inline+.checkbox-inline{margin-top:0;margin-left:10px}input[type="radio"][disabled],input[type="checkbox"][disabled],input[type="radio"].disabled,input[type="checkbox"].disabled,fieldset[disabled] input[type="radio"],fieldset[disabled] input[type="checkbox"]{cursor:not-allowed}.radio-inline.disabled,.checkbox-inline.disabled,fieldset[disabled] .radio-inline,fieldset[disabled] .checkbox-inline{cursor:not-allowed}.radio.disabled label,.checkbox.disabled label,fieldset[disabled] .radio label,fieldset[disabled] .checkbox label{cursor:not-allowed}.form-control-static{padding-top:7px;padding-bottom:7px;margin-bottom:0}.form-control-static.input-lg,.form-control-static.input-sm{padding-left:0;padding-right:0}.input-sm,.form-group-sm .form-control{height:30px;padding:5px 10px;font-size:12px;line-height:1.5;border-radius:1px}select.input-sm,select.form-group-sm .form-control{height:30px;line-height:30px}textarea.input-sm,textarea.form-group-sm .form-control,select[multiple].input-sm,select[multiple].form-group-sm .form-control{height:auto}.input-lg,.form-group-lg .form-control{height:45px;padding:10px 16px;font-size:17px;line-height:1.33;border-radius:3px}select.input-lg,select.form-group-lg .form-control{height:45px;line-height:45px}textarea.input-lg,textarea.form-group-lg .form-control,select[multiple].input-lg,select[multiple].form-group-lg .form-control{height:auto}.has-feedback{position:relative}.has-feedback .form-control{padding-right:40px}.form-control-feedback{position:absolute;top:0;right:0;z-index:2;display:block;width:32px;height:32px;line-height:32px;text-align:center;pointer-events:none}.input-lg+.form-control-feedback{width:45px;height:45px;line-height:45px}.input-sm+.form-control-feedback{width:30px;height:30px;line-height:30px}.has-success .help-block,.has-success .control-label,.has-success .radio,.has-success .checkbox,.has-success .radio-inline,.has-success .checkbox-inline,.has-success.radio label,.has-success.checkbox label,.has-success.radio-inline label,.has-success.checkbox-inline label{color:#3c763d}.has-success .form-control{border-color:#3c763d;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);box-shadow:inset 0 1px 1px rgba(0,0,0,0.075)}.has-success .form-control:focus{border-color:#2b542c;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #67b168;box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #67b168}.has-success .input-group-addon{color:#3c763d;border-color:#3c763d;background-color:#dff0d8}.has-success .form-control-feedback{color:#3c763d}.has-warning .help-block,.has-warning .control-label,.has-warning .radio,.has-warning .checkbox,.has-warning .radio-inline,.has-warning .checkbox-inline,.has-warning.radio label,.has-warning.checkbox label,.has-warning.radio-inline label,.has-warning.checkbox-inline label{color:#8a6d3b}.has-warning .form-control{border-color:#8a6d3b;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);box-shadow:inset 0 1px 1px rgba(0,0,0,0.075)}.has-warning .form-control:focus{border-color:#66512c;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #c0a16b;box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #c0a16b}.has-warning .input-group-addon{color:#8a6d3b;border-color:#8a6d3b;background-color:#fcf8e3}.has-warning .form-control-feedback{color:#8a6d3b}.has-error .help-block,.has-error .control-label,.has-error .radio,.has-error .checkbox,.has-error .radio-inline,.has-error .checkbox-inline,.has-error.radio label,.has-error.checkbox label,.has-error.radio-inline label,.has-error.checkbox-inline label{color:#a94442}.has-error .form-control{border-color:#a94442;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);box-shadow:inset 0 1px 1px rgba(0,0,0,0.075)}.has-error .form-control:focus{border-color:#843534;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #ce8483;box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #ce8483}.has-error .input-group-addon{color:#a94442;border-color:#a94442;background-color:#f2dede}.has-error .form-control-feedback{color:#a94442}.has-feedback label~.form-control-feedback{top:23px}.has-feedback label.sr-only~.form-control-feedback{top:0}.help-block{display:block;margin-top:5px;margin-bottom:10px;color:#404040}@media (min-width:768px){.form-inline .form-group{display:inline-block;margin-bottom:0;vertical-align:middle}.form-inline .form-control{display:inline-block;width:auto;vertical-align:middle}.form-inline .form-control-static{display:inline-block}.form-inline .input-group{display:inline-table;vertical-align:middle}.form-inline .input-group .input-group-addon,.form-inline .input-group .input-group-btn,.form-inline .input-group .form-control{width:auto}.form-inline .input-group>.form-control{width:100%}.form-inline .control-label{margin-bottom:0;vertical-align:middle}.form-inline .radio,.form-inline .checkbox{display:inline-block;margin-top:0;margin-bottom:0;vertical-align:middle}.form-inline .radio label,.form-inline .checkbox label{padding-left:0}.form-inline .radio input[type="radio"],.form-inline .checkbox input[type="checkbox"]{position:relative;margin-left:0}.form-inline .has-feedback .form-control-feedback{top:0}}.form-horizontal .radio,.form-horizontal .checkbox,.form-horizontal .radio-inline,.form-horizontal .checkbox-inline{margin-top:0;margin-bottom:0;padding-top:7px}.form-horizontal .radio,.form-horizontal .checkbox{min-height:25px}.form-horizontal .form-group{margin-left:0;margin-right:0}@media (min-width:768px){.form-horizontal .control-label{text-align:right;margin-bottom:0;padding-top:7px}}.form-horizontal .has-feedback .form-control-feedback{right:0}@media (min-width:768px){.form-horizontal .form-group-lg .control-label{padding-top:14.3px}}@media (min-width:768px){.form-horizontal .form-group-sm .control-label{padding-top:6px}}.btn{display:inline-block;margin-bottom:0;font-weight:normal;text-align:center;vertical-align:middle;touch-action:manipulation;cursor:pointer;background-image:none;border:1px solid transparent;white-space:nowrap;padding:6px 12px;font-size:13px;line-height:1.42857143;border-radius:2px;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none}.btn:focus,.btn:active:focus,.btn.active:focus,.btn.focus,.btn:active.focus,.btn.active.focus{outline:thin dotted;outline:5px auto -webkit-focus-ring-color;outline-offset:-2px}.btn:hover,.btn:focus,.btn.focus{color:#333;text-decoration:none}.btn:active,.btn.active{outline:0;background-image:none;-webkit-box-shadow:inset 0 3px 5px rgba(0,0,0,0.125);box-shadow:inset 0 3px 5px rgba(0,0,0,0.125)}.btn.disabled,.btn[disabled],fieldset[disabled] .btn{cursor:not-allowed;pointer-events:none;opacity:.65;filter:alpha(opacity=65);-webkit-box-shadow:none;box-shadow:none}.btn-default{color:#333;background-color:#fff;border-color:#ccc}.btn-default:hover,.btn-default:focus,.btn-default.focus,.btn-default:active,.btn-default.active,.open>.dropdown-toggle.btn-default{color:#333;background-color:#e6e6e6;border-color:#adadad}.btn-default:active,.btn-default.active,.open>.dropdown-toggle.btn-default{background-image:none}.btn-default.disabled,.btn-default[disabled],fieldset[disabled] .btn-default,.btn-default.disabled:hover,.btn-default[disabled]:hover,fieldset[disabled] .btn-default:hover,.btn-default.disabled:focus,.btn-default[disabled]:focus,fieldset[disabled] .btn-default:focus,.btn-default.disabled.focus,.btn-default[disabled].focus,fieldset[disabled] .btn-default.focus,.btn-default.disabled:active,.btn-default[disabled]:active,fieldset[disabled] .btn-default:active,.btn-default.disabled.active,.btn-default[disabled].active,fieldset[disabled] .btn-default.active{background-color:#fff;border-color:#ccc}.btn-default .badge{color:#fff;background-color:#333}.btn-primary{color:#fff;background-color:#337ab7;border-color:#2e6da4}.btn-primary:hover,.btn-primary:focus,.btn-primary.focus,.btn-primary:active,.btn-primary.active,.open>.dropdown-toggle.btn-primary{color:#fff;background-color:#286090;border-color:#204d74}.btn-primary:active,.btn-primary.active,.open>.dropdown-toggle.btn-primary{background-image:none}.btn-primary.disabled,.btn-primary[disabled],fieldset[disabled] .btn-primary,.btn-primary.disabled:hover,.btn-primary[disabled]:hover,fieldset[disabled] .btn-primary:hover,.btn-primary.disabled:focus,.btn-primary[disabled]:focus,fieldset[disabled] .btn-primary:focus,.btn-primary.disabled.focus,.btn-primary[disabled].focus,fieldset[disabled] .btn-primary.focus,.btn-primary.disabled:active,.btn-primary[disabled]:active,fieldset[disabled] .btn-primary:active,.btn-primary.disabled.active,.btn-primary[disabled].active,fieldset[disabled] .btn-primary.active{background-color:#337ab7;border-color:#2e6da4}.btn-primary .badge{color:#337ab7;background-color:#fff}.btn-success{color:#fff;background-color:#5cb85c;border-color:#4cae4c}.btn-success:hover,.btn-success:focus,.btn-success.focus,.btn-success:active,.btn-success.active,.open>.dropdown-toggle.btn-success{color:#fff;background-color:#449d44;border-color:#398439}.btn-success:active,.btn-success.active,.open>.dropdown-toggle.btn-success{background-image:none}.btn-success.disabled,.btn-success[disabled],fieldset[disabled] .btn-success,.btn-success.disabled:hover,.btn-success[disabled]:hover,fieldset[disabled] .btn-success:hover,.btn-success.disabled:focus,.btn-success[disabled]:focus,fieldset[disabled] .btn-success:focus,.btn-success.disabled.focus,.btn-success[disabled].focus,fieldset[disabled] .btn-success.focus,.btn-success.disabled:active,.btn-success[disabled]:active,fieldset[disabled] .btn-success:active,.btn-success.disabled.active,.btn-success[disabled].active,fieldset[disabled] .btn-success.active{background-color:#5cb85c;border-color:#4cae4c}.btn-success .badge{color:#5cb85c;background-color:#fff}.btn-info{color:#fff;background-color:#5bc0de;border-color:#46b8da}.btn-info:hover,.btn-info:focus,.btn-info.focus,.btn-info:active,.btn-info.active,.open>.dropdown-toggle.btn-info{color:#fff;background-color:#31b0d5;border-color:#269abc}.btn-info:active,.btn-info.active,.open>.dropdown-toggle.btn-info{background-image:none}.btn-info.disabled,.btn-info[disabled],fieldset[disabled] .btn-info,.btn-info.disabled:hover,.btn-info[disabled]:hover,fieldset[disabled] .btn-info:hover,.btn-info.disabled:focus,.btn-info[disabled]:focus,fieldset[disabled] .btn-info:focus,.btn-info.disabled.focus,.btn-info[disabled].focus,fieldset[disabled] .btn-info.focus,.btn-info.disabled:active,.btn-info[disabled]:active,fieldset[disabled] .btn-info:active,.btn-info.disabled.active,.btn-info[disabled].active,fieldset[disabled] .btn-info.active{background-color:#5bc0de;border-color:#46b8da}.btn-info .badge{color:#5bc0de;background-color:#fff}.btn-warning{color:#fff;background-color:#f0ad4e;border-color:#eea236}.btn-warning:hover,.btn-warning:focus,.btn-warning.focus,.btn-warning:active,.btn-warning.active,.open>.dropdown-toggle.btn-warning{color:#fff;background-color:#ec971f;border-color:#d58512}.btn-warning:active,.btn-warning.active,.open>.dropdown-toggle.btn-warning{background-image:none}.btn-warning.disabled,.btn-warning[disabled],fieldset[disabled] .btn-warning,.btn-warning.disabled:hover,.btn-warning[disabled]:hover,fieldset[disabled] .btn-warning:hover,.btn-warning.disabled:focus,.btn-warning[disabled]:focus,fieldset[disabled] .btn-warning:focus,.btn-warning.disabled.focus,.btn-warning[disabled].focus,fieldset[disabled] .btn-warning.focus,.btn-warning.disabled:active,.btn-warning[disabled]:active,fieldset[disabled] .btn-warning:active,.btn-warning.disabled.active,.btn-warning[disabled].active,fieldset[disabled] .btn-warning.active{background-color:#f0ad4e;border-color:#eea236}.btn-warning .badge{color:#f0ad4e;background-color:#fff}.btn-danger{color:#fff;background-color:#d9534f;border-color:#d43f3a}.btn-danger:hover,.btn-danger:focus,.btn-danger.focus,.btn-danger:active,.btn-danger.active,.open>.dropdown-toggle.btn-danger{color:#fff;background-color:#c9302c;border-color:#ac2925}.btn-danger:active,.btn-danger.active,.open>.dropdown-toggle.btn-danger{background-image:none}.btn-danger.disabled,.btn-danger[disabled],fieldset[disabled] .btn-danger,.btn-danger.disabled:hover,.btn-danger[disabled]:hover,fieldset[disabled] .btn-danger:hover,.btn-danger.disabled:focus,.btn-danger[disabled]:focus,fieldset[disabled] .btn-danger:focus,.btn-danger.disabled.focus,.btn-danger[disabled].focus,fieldset[disabled] .btn-danger.focus,.btn-danger.disabled:active,.btn-danger[disabled]:active,fieldset[disabled] .btn-danger:active,.btn-danger.disabled.active,.btn-danger[disabled].active,fieldset[disabled] .btn-danger.active{background-color:#d9534f;border-color:#d43f3a}.btn-danger .badge{color:#d9534f;background-color:#fff}.btn-link{color:#337ab7;font-weight:normal;border-radius:0}.btn-link,.btn-link:active,.btn-link.active,.btn-link[disabled],fieldset[disabled] .btn-link{background-color:transparent;-webkit-box-shadow:none;box-shadow:none}.btn-link,.btn-link:hover,.btn-link:focus,.btn-link:active{border-color:transparent}.btn-link:hover,.btn-link:focus{color:#23527c;text-decoration:underline;background-color:transparent}.btn-link[disabled]:hover,fieldset[disabled] .btn-link:hover,.btn-link[disabled]:focus,fieldset[disabled] .btn-link:focus{color:#777;text-decoration:none}.btn-lg,.btn-group-lg>.btn{padding:10px 16px;font-size:17px;line-height:1.33;border-radius:3px}.btn-sm,.btn-group-sm>.btn{padding:5px 10px;font-size:12px;line-height:1.5;border-radius:1px}.btn-xs,.btn-group-xs>.btn{padding:1px 5px;font-size:12px;line-height:1.5;border-radius:1px}.btn-block{display:block;width:100%}.btn-block+.btn-block{margin-top:5px}input[type="submit"].btn-block,input[type="reset"].btn-block,input[type="button"].btn-block{width:100%}.fade{opacity:0;-webkit-transition:opacity .15s linear;-o-transition:opacity .15s linear;transition:opacity .15s linear}.fade.in{opacity:1}.collapse{display:none;visibility:hidden}.collapse.in{display:block;visibility:visible}tr.collapse.in{display:table-row}tbody.collapse.in{display:table-row-group}.collapsing{position:relative;height:0;overflow:hidden;-webkit-transition-property:height, visibility;transition-property:height, visibility;-webkit-transition-duration:.35s;transition-duration:.35s;-webkit-transition-timing-function:ease;transition-timing-function:ease}.caret{display:inline-block;width:0;height:0;margin-left:2px;vertical-align:middle;border-top:4px solid;border-right:4px solid transparent;border-left:4px solid transparent}.dropdown{position:relative}.dropdown-toggle:focus{outline:0}.dropdown-menu{position:absolute;top:100%;left:0;z-index:1000;display:none;float:left;min-width:160px;padding:5px 0;margin:2px 0 0;list-style:none;font-size:13px;text-align:left;background-color:#fff;border:1px solid #ccc;border:1px solid rgba(0,0,0,0.15);border-radius:2px;-webkit-box-shadow:0 6px 12px rgba(0,0,0,0.175);box-shadow:0 6px 12px rgba(0,0,0,0.175);background-clip:padding-box}.dropdown-menu.pull-right{right:0;left:auto}.dropdown-menu .divider{height:1px;margin:8px 0;overflow:hidden;background-color:#e5e5e5}.dropdown-menu>li>a{display:block;padding:3px 20px;clear:both;font-weight:normal;line-height:1.42857143;color:#333;white-space:nowrap}.dropdown-menu>li>a:hover,.dropdown-menu>li>a:focus{text-decoration:none;color:#262626;background-color:#f5f5f5}.dropdown-menu>.active>a,.dropdown-menu>.active>a:hover,.dropdown-menu>.active>a:focus{color:#fff;text-decoration:none;outline:0;background-color:#337ab7}.dropdown-menu>.disabled>a,.dropdown-menu>.disabled>a:hover,.dropdown-menu>.disabled>a:focus{color:#777}.dropdown-menu>.disabled>a:hover,.dropdown-menu>.disabled>a:focus{text-decoration:none;background-color:transparent;background-image:none;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false);cursor:not-allowed}.open>.dropdown-menu{display:block}.open>a{outline:0}.dropdown-menu-right{left:auto;right:0}.dropdown-menu-left{left:0;right:auto}.dropdown-header{display:block;padding:3px 20px;font-size:12px;line-height:1.42857143;color:#777;white-space:nowrap}.dropdown-backdrop{position:fixed;left:0;right:0;bottom:0;top:0;z-index:990}.pull-right>.dropdown-menu{right:0;left:auto}.dropup .caret,.navbar-fixed-bottom .dropdown .caret{border-top:0;border-bottom:4px solid;content:""}.dropup .dropdown-menu,.navbar-fixed-bottom .dropdown .dropdown-menu{top:auto;bottom:100%;margin-bottom:1px}@media (min-width:541px){.navbar-right .dropdown-menu{left:auto;right:0}.navbar-right .dropdown-menu-left{left:0;right:auto}}.btn-group,.btn-group-vertical{position:relative;display:inline-block;vertical-align:middle}.btn-group>.btn,.btn-group-vertical>.btn{position:relative;float:left}.btn-group>.btn:hover,.btn-group-vertical>.btn:hover,.btn-group>.btn:focus,.btn-group-vertical>.btn:focus,.btn-group>.btn:active,.btn-group-vertical>.btn:active,.btn-group>.btn.active,.btn-group-vertical>.btn.active{z-index:2}.btn-group .btn+.btn,.btn-group .btn+.btn-group,.btn-group .btn-group+.btn,.btn-group .btn-group+.btn-group{margin-left:-1px}.btn-toolbar{margin-left:-5px}.btn-toolbar .btn-group,.btn-toolbar .input-group{float:left}.btn-toolbar>.btn,.btn-toolbar>.btn-group,.btn-toolbar>.input-group{margin-left:5px}.btn-group>.btn:not(:first-child):not(:last-child):not(.dropdown-toggle){border-radius:0}.btn-group>.btn:first-child{margin-left:0}.btn-group>.btn:first-child:not(:last-child):not(.dropdown-toggle){border-bottom-right-radius:0;border-top-right-radius:0}.btn-group>.btn:last-child:not(:first-child),.btn-group>.dropdown-toggle:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}.btn-group>.btn-group{float:left}.btn-group>.btn-group:not(:first-child):not(:last-child)>.btn{border-radius:0}.btn-group>.btn-group:first-child>.btn:last-child,.btn-group>.btn-group:first-child>.dropdown-toggle{border-bottom-right-radius:0;border-top-right-radius:0}.btn-group>.btn-group:last-child>.btn:first-child{border-bottom-left-radius:0;border-top-left-radius:0}.btn-group .dropdown-toggle:active,.btn-group.open .dropdown-toggle{outline:0}.btn-group>.btn+.dropdown-toggle{padding-left:8px;padding-right:8px}.btn-group>.btn-lg+.dropdown-toggle{padding-left:12px;padding-right:12px}.btn-group.open .dropdown-toggle{-webkit-box-shadow:inset 0 3px 5px rgba(0,0,0,0.125);box-shadow:inset 0 3px 5px rgba(0,0,0,0.125)}.btn-group.open .dropdown-toggle.btn-link{-webkit-box-shadow:none;box-shadow:none}.btn .caret{margin-left:0}.btn-lg .caret{border-width:5px 5px 0;border-bottom-width:0}.dropup .btn-lg .caret{border-width:0 5px 5px}.btn-group-vertical>.btn,.btn-group-vertical>.btn-group,.btn-group-vertical>.btn-group>.btn{display:block;float:none;width:100%;max-width:100%}.btn-group-vertical>.btn-group>.btn{float:none}.btn-group-vertical>.btn+.btn,.btn-group-vertical>.btn+.btn-group,.btn-group-vertical>.btn-group+.btn,.btn-group-vertical>.btn-group+.btn-group{margin-top:-1px;margin-left:0}.btn-group-vertical>.btn:not(:first-child):not(:last-child){border-radius:0}.btn-group-vertical>.btn:first-child:not(:last-child){border-top-right-radius:2px;border-bottom-right-radius:0;border-bottom-left-radius:0}.btn-group-vertical>.btn:last-child:not(:first-child){border-bottom-left-radius:2px;border-top-right-radius:0;border-top-left-radius:0}.btn-group-vertical>.btn-group:not(:first-child):not(:last-child)>.btn{border-radius:0}.btn-group-vertical>.btn-group:first-child:not(:last-child)>.btn:last-child,.btn-group-vertical>.btn-group:first-child:not(:last-child)>.dropdown-toggle{border-bottom-right-radius:0;border-bottom-left-radius:0}.btn-group-vertical>.btn-group:last-child:not(:first-child)>.btn:first-child{border-top-right-radius:0;border-top-left-radius:0}.btn-group-justified{display:table;width:100%;table-layout:fixed;border-collapse:separate}.btn-group-justified>.btn,.btn-group-justified>.btn-group{float:none;display:table-cell;width:1%}.btn-group-justified>.btn-group .btn{width:100%}.btn-group-justified>.btn-group .dropdown-menu{left:auto}[data-toggle="buttons"]>.btn input[type="radio"],[data-toggle="buttons"]>.btn-group>.btn input[type="radio"],[data-toggle="buttons"]>.btn input[type="checkbox"],[data-toggle="buttons"]>.btn-group>.btn input[type="checkbox"]{position:absolute;clip:rect(0, 0, 0, 0);pointer-events:none}.input-group{position:relative;display:table;border-collapse:separate}.input-group[class*="col-"]{float:none;padding-left:0;padding-right:0}.input-group .form-control{position:relative;z-index:2;float:left;width:100%;margin-bottom:0}.input-group-lg>.form-control,.input-group-lg>.input-group-addon,.input-group-lg>.input-group-btn>.btn{height:45px;padding:10px 16px;font-size:17px;line-height:1.33;border-radius:3px}select.input-group-lg>.form-control,select.input-group-lg>.input-group-addon,select.input-group-lg>.input-group-btn>.btn{height:45px;line-height:45px}textarea.input-group-lg>.form-control,textarea.input-group-lg>.input-group-addon,textarea.input-group-lg>.input-group-btn>.btn,select[multiple].input-group-lg>.form-control,select[multiple].input-group-lg>.input-group-addon,select[multiple].input-group-lg>.input-group-btn>.btn{height:auto}.input-group-sm>.form-control,.input-group-sm>.input-group-addon,.input-group-sm>.input-group-btn>.btn{height:30px;padding:5px 10px;font-size:12px;line-height:1.5;border-radius:1px}select.input-group-sm>.form-control,select.input-group-sm>.input-group-addon,select.input-group-sm>.input-group-btn>.btn{height:30px;line-height:30px}textarea.input-group-sm>.form-control,textarea.input-group-sm>.input-group-addon,textarea.input-group-sm>.input-group-btn>.btn,select[multiple].input-group-sm>.form-control,select[multiple].input-group-sm>.input-group-addon,select[multiple].input-group-sm>.input-group-btn>.btn{height:auto}.input-group-addon,.input-group-btn,.input-group .form-control{display:table-cell}.input-group-addon:not(:first-child):not(:last-child),.input-group-btn:not(:first-child):not(:last-child),.input-group .form-control:not(:first-child):not(:last-child){border-radius:0}.input-group-addon,.input-group-btn{width:1%;white-space:nowrap;vertical-align:middle}.input-group-addon{padding:6px 12px;font-size:13px;font-weight:normal;line-height:1;color:#555;text-align:center;background-color:#eee;border:1px solid #ccc;border-radius:2px}.input-group-addon.input-sm{padding:5px 10px;font-size:12px;border-radius:1px}.input-group-addon.input-lg{padding:10px 16px;font-size:17px;border-radius:3px}.input-group-addon input[type="radio"],.input-group-addon input[type="checkbox"]{margin-top:0}.input-group .form-control:first-child,.input-group-addon:first-child,.input-group-btn:first-child>.btn,.input-group-btn:first-child>.btn-group>.btn,.input-group-btn:first-child>.dropdown-toggle,.input-group-btn:last-child>.btn:not(:last-child):not(.dropdown-toggle),.input-group-btn:last-child>.btn-group:not(:last-child)>.btn{border-bottom-right-radius:0;border-top-right-radius:0}.input-group-addon:first-child{border-right:0}.input-group .form-control:last-child,.input-group-addon:last-child,.input-group-btn:last-child>.btn,.input-group-btn:last-child>.btn-group>.btn,.input-group-btn:last-child>.dropdown-toggle,.input-group-btn:first-child>.btn:not(:first-child),.input-group-btn:first-child>.btn-group:not(:first-child)>.btn{border-bottom-left-radius:0;border-top-left-radius:0}.input-group-addon:last-child{border-left:0}.input-group-btn{position:relative;font-size:0;white-space:nowrap}.input-group-btn>.btn{position:relative}.input-group-btn>.btn+.btn{margin-left:-1px}.input-group-btn>.btn:hover,.input-group-btn>.btn:focus,.input-group-btn>.btn:active{z-index:2}.input-group-btn:first-child>.btn,.input-group-btn:first-child>.btn-group{margin-right:-1px}.input-group-btn:last-child>.btn,.input-group-btn:last-child>.btn-group{margin-left:-1px}.nav{margin-bottom:0;padding-left:0;list-style:none}.nav>li{position:relative;display:block}.nav>li>a{position:relative;display:block;padding:10px 15px}.nav>li>a:hover,.nav>li>a:focus{text-decoration:none;background-color:#eee}.nav>li.disabled>a{color:#777}.nav>li.disabled>a:hover,.nav>li.disabled>a:focus{color:#777;text-decoration:none;background-color:transparent;cursor:not-allowed}.nav .open>a,.nav .open>a:hover,.nav .open>a:focus{background-color:#eee;border-color:#337ab7}.nav .nav-divider{height:1px;margin:8px 0;overflow:hidden;background-color:#e5e5e5}.nav>li>a>img{max-width:none}.nav-tabs{border-bottom:1px solid #ddd}.nav-tabs>li{float:left;margin-bottom:-1px}.nav-tabs>li>a{margin-right:2px;line-height:1.42857143;border:1px solid transparent;border-radius:2px 2px 0 0}.nav-tabs>li>a:hover{border-color:#eee #eee #ddd}.nav-tabs>li.active>a,.nav-tabs>li.active>a:hover,.nav-tabs>li.active>a:focus{color:#555;background-color:#fff;border:1px solid #ddd;border-bottom-color:transparent;cursor:default}.nav-tabs.nav-justified{width:100%;border-bottom:0}.nav-tabs.nav-justified>li{float:none}.nav-tabs.nav-justified>li>a{text-align:center;margin-bottom:5px}.nav-tabs.nav-justified>.dropdown .dropdown-menu{top:auto;left:auto}@media (min-width:768px){.nav-tabs.nav-justified>li{display:table-cell;width:1%}.nav-tabs.nav-justified>li>a{margin-bottom:0}}.nav-tabs.nav-justified>li>a{margin-right:0;border-radius:2px}.nav-tabs.nav-justified>.active>a,.nav-tabs.nav-justified>.active>a:hover,.nav-tabs.nav-justified>.active>a:focus{border:1px solid #ddd}@media (min-width:768px){.nav-tabs.nav-justified>li>a{border-bottom:1px solid #ddd;border-radius:2px 2px 0 0}.nav-tabs.nav-justified>.active>a,.nav-tabs.nav-justified>.active>a:hover,.nav-tabs.nav-justified>.active>a:focus{border-bottom-color:#fff}}.nav-pills>li{float:left}.nav-pills>li>a{border-radius:2px}.nav-pills>li+li{margin-left:2px}.nav-pills>li.active>a,.nav-pills>li.active>a:hover,.nav-pills>li.active>a:focus{color:#fff;background-color:#337ab7}.nav-stacked>li{float:none}.nav-stacked>li+li{margin-top:2px;margin-left:0}.nav-justified{width:100%}.nav-justified>li{float:none}.nav-justified>li>a{text-align:center;margin-bottom:5px}.nav-justified>.dropdown .dropdown-menu{top:auto;left:auto}@media (min-width:768px){.nav-justified>li{display:table-cell;width:1%}.nav-justified>li>a{margin-bottom:0}}.nav-tabs-justified{border-bottom:0}.nav-tabs-justified>li>a{margin-right:0;border-radius:2px}.nav-tabs-justified>.active>a,.nav-tabs-justified>.active>a:hover,.nav-tabs-justified>.active>a:focus{border:1px solid #ddd}@media (min-width:768px){.nav-tabs-justified>li>a{border-bottom:1px solid #ddd;border-radius:2px 2px 0 0}.nav-tabs-justified>.active>a,.nav-tabs-justified>.active>a:hover,.nav-tabs-justified>.active>a:focus{border-bottom-color:#fff}}.tab-content>.tab-pane{display:none;visibility:hidden}.tab-content>.active{display:block;visibility:visible}.nav-tabs .dropdown-menu{margin-top:-1px;border-top-right-radius:0;border-top-left-radius:0}.navbar{position:relative;min-height:30px;margin-bottom:18px;border:1px solid transparent}@media (min-width:541px){.navbar{border-radius:2px}}@media (min-width:541px){.navbar-header{float:left}}.navbar-collapse{overflow-x:visible;padding-right:0;padding-left:0;border-top:1px solid transparent;box-shadow:inset 0 1px 0 rgba(255,255,255,0.1);-webkit-overflow-scrolling:touch}.navbar-collapse.in{overflow-y:auto}@media (min-width:541px){.navbar-collapse{width:auto;border-top:0;box-shadow:none}.navbar-collapse.collapse{display:block !important;visibility:visible !important;height:auto !important;padding-bottom:0;overflow:visible !important}.navbar-collapse.in{overflow-y:visible}.navbar-fixed-top .navbar-collapse,.navbar-static-top .navbar-collapse,.navbar-fixed-bottom .navbar-collapse{padding-left:0;padding-right:0}}.navbar-fixed-top .navbar-collapse,.navbar-fixed-bottom .navbar-collapse{max-height:340px}@media (max-device-width:540px) and (orientation:landscape){.navbar-fixed-top .navbar-collapse,.navbar-fixed-bottom .navbar-collapse{max-height:200px}}.container>.navbar-header,.container-fluid>.navbar-header,.container>.navbar-collapse,.container-fluid>.navbar-collapse{margin-right:0;margin-left:0}@media (min-width:541px){.container>.navbar-header,.container-fluid>.navbar-header,.container>.navbar-collapse,.container-fluid>.navbar-collapse{margin-right:0;margin-left:0}}.navbar-static-top{z-index:1000;border-width:0 0 1px}@media (min-width:541px){.navbar-static-top{border-radius:0}}.navbar-fixed-top,.navbar-fixed-bottom{position:fixed;right:0;left:0;z-index:1030}@media (min-width:541px){.navbar-fixed-top,.navbar-fixed-bottom{border-radius:0}}.navbar-fixed-top{top:0;border-width:0 0 1px}.navbar-fixed-bottom{bottom:0;margin-bottom:0;border-width:1px 0 0}.navbar-brand{float:left;padding:6px 0;font-size:17px;line-height:18px;height:30px}.navbar-brand:hover,.navbar-brand:focus{text-decoration:none}.navbar-brand>img{display:block}@media (min-width:541px){.navbar>.container .navbar-brand,.navbar>.container-fluid .navbar-brand{margin-left:0}}.navbar-toggle{position:relative;float:right;margin-right:0;padding:9px 10px;margin-top:-2px;margin-bottom:-2px;background-color:transparent;background-image:none;border:1px solid transparent;border-radius:2px}.navbar-toggle:focus{outline:0}.navbar-toggle .icon-bar{display:block;width:22px;height:2px;border-radius:1px}.navbar-toggle .icon-bar+.icon-bar{margin-top:4px}@media (min-width:541px){.navbar-toggle{display:none}}.navbar-nav{margin:3px 0}.navbar-nav>li>a{padding-top:10px;padding-bottom:10px;line-height:18px}@media (max-width:540px){.navbar-nav .open .dropdown-menu{position:static;float:none;width:auto;margin-top:0;background-color:transparent;border:0;box-shadow:none}.navbar-nav .open .dropdown-menu>li>a,.navbar-nav .open .dropdown-menu .dropdown-header{padding:5px 15px 5px 25px}.navbar-nav .open .dropdown-menu>li>a{line-height:18px}.navbar-nav .open .dropdown-menu>li>a:hover,.navbar-nav .open .dropdown-menu>li>a:focus{background-image:none}}@media (min-width:541px){.navbar-nav{float:left;margin:0}.navbar-nav>li{float:left}.navbar-nav>li>a{padding-top:6px;padding-bottom:6px}}.navbar-form{margin-left:0;margin-right:0;padding:10px 0;border-top:1px solid transparent;border-bottom:1px solid transparent;-webkit-box-shadow:inset 0 1px 0 rgba(255,255,255,0.1),0 1px 0 rgba(255,255,255,0.1);box-shadow:inset 0 1px 0 rgba(255,255,255,0.1),0 1px 0 rgba(255,255,255,0.1);margin-top:-1px;margin-bottom:-1px}@media (min-width:768px){.navbar-form .form-group{display:inline-block;margin-bottom:0;vertical-align:middle}.navbar-form .form-control{display:inline-block;width:auto;vertical-align:middle}.navbar-form .form-control-static{display:inline-block}.navbar-form .input-group{display:inline-table;vertical-align:middle}.navbar-form .input-group .input-group-addon,.navbar-form .input-group .input-group-btn,.navbar-form .input-group .form-control{width:auto}.navbar-form .input-group>.form-control{width:100%}.navbar-form .control-label{margin-bottom:0;vertical-align:middle}.navbar-form .radio,.navbar-form .checkbox{display:inline-block;margin-top:0;margin-bottom:0;vertical-align:middle}.navbar-form .radio label,.navbar-form .checkbox label{padding-left:0}.navbar-form .radio input[type="radio"],.navbar-form .checkbox input[type="checkbox"]{position:relative;margin-left:0}.navbar-form .has-feedback .form-control-feedback{top:0}}@media (max-width:540px){.navbar-form .form-group{margin-bottom:5px}.navbar-form .form-group:last-child{margin-bottom:0}}@media (min-width:541px){.navbar-form{width:auto;border:0;margin-left:0;margin-right:0;padding-top:0;padding-bottom:0;-webkit-box-shadow:none;box-shadow:none}}.navbar-nav>li>.dropdown-menu{margin-top:0;border-top-right-radius:0;border-top-left-radius:0}.navbar-fixed-bottom .navbar-nav>li>.dropdown-menu{border-top-right-radius:2px;border-top-left-radius:2px;border-bottom-right-radius:0;border-bottom-left-radius:0}.navbar-btn{margin-top:-1px;margin-bottom:-1px}.navbar-btn.btn-sm{margin-top:0;margin-bottom:0}.navbar-btn.btn-xs{margin-top:4px;margin-bottom:4px}.navbar-text{margin-top:6px;margin-bottom:6px}@media (min-width:541px){.navbar-text{float:left;margin-left:0;margin-right:0}}@media (min-width:541px){.navbar-left{float:left !important;float:left}.navbar-right{float:right !important;float:right;margin-right:0}.navbar-right~.navbar-right{margin-right:0}}.navbar-default{background-color:#f8f8f8;border-color:#e7e7e7}.navbar-default .navbar-brand{color:#777}.navbar-default .navbar-brand:hover,.navbar-default .navbar-brand:focus{color:#5e5e5e;background-color:transparent}.navbar-default .navbar-text{color:#777}.navbar-default .navbar-nav>li>a{color:#777}.navbar-default .navbar-nav>li>a:hover,.navbar-default .navbar-nav>li>a:focus{color:#333;background-color:transparent}.navbar-default .navbar-nav>.active>a,.navbar-default .navbar-nav>.active>a:hover,.navbar-default .navbar-nav>.active>a:focus{color:#555;background-color:#e7e7e7}.navbar-default .navbar-nav>.disabled>a,.navbar-default .navbar-nav>.disabled>a:hover,.navbar-default .navbar-nav>.disabled>a:focus{color:#ccc;background-color:transparent}.navbar-default .navbar-toggle{border-color:#ddd}.navbar-default .navbar-toggle:hover,.navbar-default .navbar-toggle:focus{background-color:#ddd}.navbar-default .navbar-toggle .icon-bar{background-color:#888}.navbar-default .navbar-collapse,.navbar-default .navbar-form{border-color:#e7e7e7}.navbar-default .navbar-nav>.open>a,.navbar-default .navbar-nav>.open>a:hover,.navbar-default .navbar-nav>.open>a:focus{background-color:#e7e7e7;color:#555}@media (max-width:540px){.navbar-default .navbar-nav .open .dropdown-menu>li>a{color:#777}.navbar-default .navbar-nav .open .dropdown-menu>li>a:hover,.navbar-default .navbar-nav .open .dropdown-menu>li>a:focus{color:#333;background-color:transparent}.navbar-default .navbar-nav .open .dropdown-menu>.active>a,.navbar-default .navbar-nav .open .dropdown-menu>.active>a:hover,.navbar-default .navbar-nav .open .dropdown-menu>.active>a:focus{color:#555;background-color:#e7e7e7}.navbar-default .navbar-nav .open .dropdown-menu>.disabled>a,.navbar-default .navbar-nav .open .dropdown-menu>.disabled>a:hover,.navbar-default .navbar-nav .open .dropdown-menu>.disabled>a:focus{color:#ccc;background-color:transparent}}.navbar-default .navbar-link{color:#777}.navbar-default .navbar-link:hover{color:#333}.navbar-default .btn-link{color:#777}.navbar-default .btn-link:hover,.navbar-default .btn-link:focus{color:#333}.navbar-default .btn-link[disabled]:hover,fieldset[disabled] .navbar-default .btn-link:hover,.navbar-default .btn-link[disabled]:focus,fieldset[disabled] .navbar-default .btn-link:focus{color:#ccc}.navbar-inverse{background-color:#222;border-color:#080808}.navbar-inverse .navbar-brand{color:#9d9d9d}.navbar-inverse .navbar-brand:hover,.navbar-inverse .navbar-brand:focus{color:#fff;background-color:transparent}.navbar-inverse .navbar-text{color:#9d9d9d}.navbar-inverse .navbar-nav>li>a{color:#9d9d9d}.navbar-inverse .navbar-nav>li>a:hover,.navbar-inverse .navbar-nav>li>a:focus{color:#fff;background-color:transparent}.navbar-inverse .navbar-nav>.active>a,.navbar-inverse .navbar-nav>.active>a:hover,.navbar-inverse .navbar-nav>.active>a:focus{color:#fff;background-color:#080808}.navbar-inverse .navbar-nav>.disabled>a,.navbar-inverse .navbar-nav>.disabled>a:hover,.navbar-inverse .navbar-nav>.disabled>a:focus{color:#444;background-color:transparent}.navbar-inverse .navbar-toggle{border-color:#333}.navbar-inverse .navbar-toggle:hover,.navbar-inverse .navbar-toggle:focus{background-color:#333}.navbar-inverse .navbar-toggle .icon-bar{background-color:#fff}.navbar-inverse .navbar-collapse,.navbar-inverse .navbar-form{border-color:#101010}.navbar-inverse .navbar-nav>.open>a,.navbar-inverse .navbar-nav>.open>a:hover,.navbar-inverse .navbar-nav>.open>a:focus{background-color:#080808;color:#fff}@media (max-width:540px){.navbar-inverse .navbar-nav .open .dropdown-menu>.dropdown-header{border-color:#080808}.navbar-inverse .navbar-nav .open .dropdown-menu .divider{background-color:#080808}.navbar-inverse .navbar-nav .open .dropdown-menu>li>a{color:#9d9d9d}.navbar-inverse .navbar-nav .open .dropdown-menu>li>a:hover,.navbar-inverse .navbar-nav .open .dropdown-menu>li>a:focus{color:#fff;background-color:transparent}.navbar-inverse .navbar-nav .open .dropdown-menu>.active>a,.navbar-inverse .navbar-nav .open .dropdown-menu>.active>a:hover,.navbar-inverse .navbar-nav .open .dropdown-menu>.active>a:focus{color:#fff;background-color:#080808}.navbar-inverse .navbar-nav .open .dropdown-menu>.disabled>a,.navbar-inverse .navbar-nav .open .dropdown-menu>.disabled>a:hover,.navbar-inverse .navbar-nav .open .dropdown-menu>.disabled>a:focus{color:#444;background-color:transparent}}.navbar-inverse .navbar-link{color:#9d9d9d}.navbar-inverse .navbar-link:hover{color:#fff}.navbar-inverse .btn-link{color:#9d9d9d}.navbar-inverse .btn-link:hover,.navbar-inverse .btn-link:focus{color:#fff}.navbar-inverse .btn-link[disabled]:hover,fieldset[disabled] .navbar-inverse .btn-link:hover,.navbar-inverse .btn-link[disabled]:focus,fieldset[disabled] .navbar-inverse .btn-link:focus{color:#444}.breadcrumb{padding:8px 15px;margin-bottom:18px;list-style:none;background-color:#f5f5f5;border-radius:2px}.breadcrumb>li{display:inline-block}.breadcrumb>li+li:before{content:"/\00a0";padding:0 5px;color:#5e5e5e}.breadcrumb>.active{color:#777}.pagination{display:inline-block;padding-left:0;margin:18px 0;border-radius:2px}.pagination>li{display:inline}.pagination>li>a,.pagination>li>span{position:relative;float:left;padding:6px 12px;line-height:1.42857143;text-decoration:none;color:#337ab7;background-color:#fff;border:1px solid #ddd;margin-left:-1px}.pagination>li:first-child>a,.pagination>li:first-child>span{margin-left:0;border-bottom-left-radius:2px;border-top-left-radius:2px}.pagination>li:last-child>a,.pagination>li:last-child>span{border-bottom-right-radius:2px;border-top-right-radius:2px}.pagination>li>a:hover,.pagination>li>span:hover,.pagination>li>a:focus,.pagination>li>span:focus{color:#23527c;background-color:#eee;border-color:#ddd}.pagination>.active>a,.pagination>.active>span,.pagination>.active>a:hover,.pagination>.active>span:hover,.pagination>.active>a:focus,.pagination>.active>span:focus{z-index:2;color:#fff;background-color:#337ab7;border-color:#337ab7;cursor:default}.pagination>.disabled>span,.pagination>.disabled>span:hover,.pagination>.disabled>span:focus,.pagination>.disabled>a,.pagination>.disabled>a:hover,.pagination>.disabled>a:focus{color:#777;background-color:#fff;border-color:#ddd;cursor:not-allowed}.pagination-lg>li>a,.pagination-lg>li>span{padding:10px 16px;font-size:17px}.pagination-lg>li:first-child>a,.pagination-lg>li:first-child>span{border-bottom-left-radius:3px;border-top-left-radius:3px}.pagination-lg>li:last-child>a,.pagination-lg>li:last-child>span{border-bottom-right-radius:3px;border-top-right-radius:3px}.pagination-sm>li>a,.pagination-sm>li>span{padding:5px 10px;font-size:12px}.pagination-sm>li:first-child>a,.pagination-sm>li:first-child>span{border-bottom-left-radius:1px;border-top-left-radius:1px}.pagination-sm>li:last-child>a,.pagination-sm>li:last-child>span{border-bottom-right-radius:1px;border-top-right-radius:1px}.pager{padding-left:0;margin:18px 0;list-style:none;text-align:center}.pager li{display:inline}.pager li>a,.pager li>span{display:inline-block;padding:5px 14px;background-color:#fff;border:1px solid #ddd;border-radius:15px}.pager li>a:hover,.pager li>a:focus{text-decoration:none;background-color:#eee}.pager .next>a,.pager .next>span{float:right}.pager .previous>a,.pager .previous>span{float:left}.pager .disabled>a,.pager .disabled>a:hover,.pager .disabled>a:focus,.pager .disabled>span{color:#777;background-color:#fff;cursor:not-allowed}.label{display:inline;padding:.2em .6em .3em;font-size:75%;font-weight:bold;line-height:1;color:#fff;text-align:center;white-space:nowrap;vertical-align:baseline;border-radius:.25em}a.label:hover,a.label:focus{color:#fff;text-decoration:none;cursor:pointer}.label:empty{display:none}.btn .label{position:relative;top:-1px}.label-default{background-color:#777}.label-default[href]:hover,.label-default[href]:focus{background-color:#5e5e5e}.label-primary{background-color:#337ab7}.label-primary[href]:hover,.label-primary[href]:focus{background-color:#286090}.label-success{background-color:#5cb85c}.label-success[href]:hover,.label-success[href]:focus{background-color:#449d44}.label-info{background-color:#5bc0de}.label-info[href]:hover,.label-info[href]:focus{background-color:#31b0d5}.label-warning{background-color:#f0ad4e}.label-warning[href]:hover,.label-warning[href]:focus{background-color:#ec971f}.label-danger{background-color:#d9534f}.label-danger[href]:hover,.label-danger[href]:focus{background-color:#c9302c}.badge{display:inline-block;min-width:10px;padding:3px 7px;font-size:12px;font-weight:bold;color:#fff;line-height:1;vertical-align:baseline;white-space:nowrap;text-align:center;background-color:#777;border-radius:10px}.badge:empty{display:none}.btn .badge{position:relative;top:-1px}.btn-xs .badge{top:0;padding:1px 5px}a.badge:hover,a.badge:focus{color:#fff;text-decoration:none;cursor:pointer}.list-group-item.active>.badge,.nav-pills>.active>a>.badge{color:#337ab7;background-color:#fff}.list-group-item>.badge{float:right}.list-group-item>.badge+.badge{margin-right:5px}.nav-pills>li>a>.badge{margin-left:3px}.jumbotron{padding:30px 15px;margin-bottom:30px;color:inherit;background-color:#eee}.jumbotron h1,.jumbotron .h1{color:inherit}.jumbotron p{margin-bottom:15px;font-size:20px;font-weight:200}.jumbotron>hr{border-top-color:#d5d5d5}.container .jumbotron,.container-fluid .jumbotron{border-radius:3px}.jumbotron .container{max-width:100%}@media screen and (min-width:768px){.jumbotron{padding:48px 0}.container .jumbotron,.container-fluid .jumbotron{padding-left:60px;padding-right:60px}.jumbotron h1,.jumbotron .h1{font-size:58.5px}}.thumbnail{display:block;padding:4px;margin-bottom:18px;line-height:1.42857143;background-color:#fff;border:1px solid #ddd;border-radius:2px;-webkit-transition:border .2s ease-in-out;-o-transition:border .2s ease-in-out;transition:border .2s ease-in-out}.thumbnail>img,.thumbnail a>img{margin-left:auto;margin-right:auto}a.thumbnail:hover,a.thumbnail:focus,a.thumbnail.active{border-color:#337ab7}.thumbnail .caption{padding:9px;color:#000}.alert{padding:15px;margin-bottom:18px;border:1px solid transparent;border-radius:2px}.alert h4{margin-top:0;color:inherit}.alert .alert-link{font-weight:bold}.alert>p,.alert>ul{margin-bottom:0}.alert>p+p{margin-top:5px}.alert-dismissable,.alert-dismissible{padding-right:35px}.alert-dismissable .close,.alert-dismissible .close{position:relative;top:-2px;right:-21px;color:inherit}.alert-success{background-color:#dff0d8;border-color:#d6e9c6;color:#3c763d}.alert-success hr{border-top-color:#c9e2b3}.alert-success .alert-link{color:#2b542c}.alert-info{background-color:#d9edf7;border-color:#bce8f1;color:#31708f}.alert-info hr{border-top-color:#a6e1ec}.alert-info .alert-link{color:#245269}.alert-warning{background-color:#fcf8e3;border-color:#faebcc;color:#8a6d3b}.alert-warning hr{border-top-color:#f7e1b5}.alert-warning .alert-link{color:#66512c}.alert-danger{background-color:#f2dede;border-color:#ebccd1;color:#a94442}.alert-danger hr{border-top-color:#e4b9c0}.alert-danger .alert-link{color:#843534}@-webkit-keyframes progress-bar-stripes{from{background-position:40px 0}to{background-position:0 0}}@keyframes progress-bar-stripes{from{background-position:40px 0}to{background-position:0 0}}.progress{overflow:hidden;height:18px;margin-bottom:18px;background-color:#f5f5f5;border-radius:2px;-webkit-box-shadow:inset 0 1px 2px rgba(0,0,0,0.1);box-shadow:inset 0 1px 2px rgba(0,0,0,0.1)}.progress-bar{float:left;width:0;height:100%;font-size:12px;line-height:18px;color:#fff;text-align:center;background-color:#337ab7;-webkit-box-shadow:inset 0 -1px 0 rgba(0,0,0,0.15);box-shadow:inset 0 -1px 0 rgba(0,0,0,0.15);-webkit-transition:width .6s ease;-o-transition:width .6s ease;transition:width .6s ease}.progress-striped .progress-bar,.progress-bar-striped{background-image:-webkit-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-size:40px 40px}.progress.active .progress-bar,.progress-bar.active{-webkit-animation:progress-bar-stripes 2s linear infinite;-o-animation:progress-bar-stripes 2s linear infinite;animation:progress-bar-stripes 2s linear infinite}.progress-bar-success{background-color:#5cb85c}.progress-striped .progress-bar-success{background-image:-webkit-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent)}.progress-bar-info{background-color:#5bc0de}.progress-striped .progress-bar-info{background-image:-webkit-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent)}.progress-bar-warning{background-color:#f0ad4e}.progress-striped .progress-bar-warning{background-image:-webkit-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent)}.progress-bar-danger{background-color:#d9534f}.progress-striped .progress-bar-danger{background-image:-webkit-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent)}.media{margin-top:15px}.media:first-child{margin-top:0}.media-right,.media>.pull-right{padding-left:10px}.media-left,.media>.pull-left{padding-right:10px}.media-left,.media-right,.media-body{display:table-cell;vertical-align:top}.media-middle{vertical-align:middle}.media-bottom{vertical-align:bottom}.media-heading{margin-top:0;margin-bottom:5px}.media-list{padding-left:0;list-style:none}.list-group{margin-bottom:20px;padding-left:0}.list-group-item{position:relative;display:block;padding:10px 15px;margin-bottom:-1px;background-color:#fff;border:1px solid #ddd}.list-group-item:first-child{border-top-right-radius:2px;border-top-left-radius:2px}.list-group-item:last-child{margin-bottom:0;border-bottom-right-radius:2px;border-bottom-left-radius:2px}a.list-group-item{color:#555}a.list-group-item .list-group-item-heading{color:#333}a.list-group-item:hover,a.list-group-item:focus{text-decoration:none;color:#555;background-color:#f5f5f5}.list-group-item.disabled,.list-group-item.disabled:hover,.list-group-item.disabled:focus{background-color:#eee;color:#777;cursor:not-allowed}.list-group-item.disabled .list-group-item-heading,.list-group-item.disabled:hover .list-group-item-heading,.list-group-item.disabled:focus .list-group-item-heading{color:inherit}.list-group-item.disabled .list-group-item-text,.list-group-item.disabled:hover .list-group-item-text,.list-group-item.disabled:focus .list-group-item-text{color:#777}.list-group-item.active,.list-group-item.active:hover,.list-group-item.active:focus{z-index:2;color:#fff;background-color:#337ab7;border-color:#337ab7}.list-group-item.active .list-group-item-heading,.list-group-item.active:hover .list-group-item-heading,.list-group-item.active:focus .list-group-item-heading,.list-group-item.active .list-group-item-heading>small,.list-group-item.active:hover .list-group-item-heading>small,.list-group-item.active:focus .list-group-item-heading>small,.list-group-item.active .list-group-item-heading>.small,.list-group-item.active:hover .list-group-item-heading>.small,.list-group-item.active:focus .list-group-item-heading>.small{color:inherit}.list-group-item.active .list-group-item-text,.list-group-item.active:hover .list-group-item-text,.list-group-item.active:focus .list-group-item-text{color:#c7ddef}.list-group-item-success{color:#3c763d;background-color:#dff0d8}a.list-group-item-success{color:#3c763d}a.list-group-item-success .list-group-item-heading{color:inherit}a.list-group-item-success:hover,a.list-group-item-success:focus{color:#3c763d;background-color:#d0e9c6}a.list-group-item-success.active,a.list-group-item-success.active:hover,a.list-group-item-success.active:focus{color:#fff;background-color:#3c763d;border-color:#3c763d}.list-group-item-info{color:#31708f;background-color:#d9edf7}a.list-group-item-info{color:#31708f}a.list-group-item-info .list-group-item-heading{color:inherit}a.list-group-item-info:hover,a.list-group-item-info:focus{color:#31708f;background-color:#c4e3f3}a.list-group-item-info.active,a.list-group-item-info.active:hover,a.list-group-item-info.active:focus{color:#fff;background-color:#31708f;border-color:#31708f}.list-group-item-warning{color:#8a6d3b;background-color:#fcf8e3}a.list-group-item-warning{color:#8a6d3b}a.list-group-item-warning .list-group-item-heading{color:inherit}a.list-group-item-warning:hover,a.list-group-item-warning:focus{color:#8a6d3b;background-color:#faf2cc}a.list-group-item-warning.active,a.list-group-item-warning.active:hover,a.list-group-item-warning.active:focus{color:#fff;background-color:#8a6d3b;border-color:#8a6d3b}.list-group-item-danger{color:#a94442;background-color:#f2dede}a.list-group-item-danger{color:#a94442}a.list-group-item-danger .list-group-item-heading{color:inherit}a.list-group-item-danger:hover,a.list-group-item-danger:focus{color:#a94442;background-color:#ebcccc}a.list-group-item-danger.active,a.list-group-item-danger.active:hover,a.list-group-item-danger.active:focus{color:#fff;background-color:#a94442;border-color:#a94442}.list-group-item-heading{margin-top:0;margin-bottom:5px}.list-group-item-text{margin-bottom:0;line-height:1.3}.panel{margin-bottom:18px;background-color:#fff;border:1px solid transparent;border-radius:2px;-webkit-box-shadow:0 1px 1px rgba(0,0,0,0.05);box-shadow:0 1px 1px rgba(0,0,0,0.05)}.panel-body{padding:15px}.panel-heading{padding:10px 15px;border-bottom:1px solid transparent;border-top-right-radius:1px;border-top-left-radius:1px}.panel-heading>.dropdown .dropdown-toggle{color:inherit}.panel-title{margin-top:0;margin-bottom:0;font-size:15px;color:inherit}.panel-title>a{color:inherit}.panel-footer{padding:10px 15px;background-color:#f5f5f5;border-top:1px solid #ddd;border-bottom-right-radius:1px;border-bottom-left-radius:1px}.panel>.list-group,.panel>.panel-collapse>.list-group{margin-bottom:0}.panel>.list-group .list-group-item,.panel>.panel-collapse>.list-group .list-group-item{border-width:1px 0;border-radius:0}.panel>.list-group:first-child .list-group-item:first-child,.panel>.panel-collapse>.list-group:first-child .list-group-item:first-child{border-top:0;border-top-right-radius:1px;border-top-left-radius:1px}.panel>.list-group:last-child .list-group-item:last-child,.panel>.panel-collapse>.list-group:last-child .list-group-item:last-child{border-bottom:0;border-bottom-right-radius:1px;border-bottom-left-radius:1px}.panel-heading+.list-group .list-group-item:first-child{border-top-width:0}.list-group+.panel-footer{border-top-width:0}.panel>.table,.panel>.table-responsive>.table,.panel>.panel-collapse>.table{margin-bottom:0}.panel>.table caption,.panel>.table-responsive>.table caption,.panel>.panel-collapse>.table caption{padding-left:15px;padding-right:15px}.panel>.table:first-child,.panel>.table-responsive:first-child>.table:first-child{border-top-right-radius:1px;border-top-left-radius:1px}.panel>.table:first-child>thead:first-child>tr:first-child,.panel>.table-responsive:first-child>.table:first-child>thead:first-child>tr:first-child,.panel>.table:first-child>tbody:first-child>tr:first-child,.panel>.table-responsive:first-child>.table:first-child>tbody:first-child>tr:first-child{border-top-left-radius:1px;border-top-right-radius:1px}.panel>.table:first-child>thead:first-child>tr:first-child td:first-child,.panel>.table-responsive:first-child>.table:first-child>thead:first-child>tr:first-child td:first-child,.panel>.table:first-child>tbody:first-child>tr:first-child td:first-child,.panel>.table-responsive:first-child>.table:first-child>tbody:first-child>tr:first-child td:first-child,.panel>.table:first-child>thead:first-child>tr:first-child th:first-child,.panel>.table-responsive:first-child>.table:first-child>thead:first-child>tr:first-child th:first-child,.panel>.table:first-child>tbody:first-child>tr:first-child th:first-child,.panel>.table-responsive:first-child>.table:first-child>tbody:first-child>tr:first-child th:first-child{border-top-left-radius:1px}.panel>.table:first-child>thead:first-child>tr:first-child td:last-child,.panel>.table-responsive:first-child>.table:first-child>thead:first-child>tr:first-child td:last-child,.panel>.table:first-child>tbody:first-child>tr:first-child td:last-child,.panel>.table-responsive:first-child>.table:first-child>tbody:first-child>tr:first-child td:last-child,.panel>.table:first-child>thead:first-child>tr:first-child th:last-child,.panel>.table-responsive:first-child>.table:first-child>thead:first-child>tr:first-child th:last-child,.panel>.table:first-child>tbody:first-child>tr:first-child th:last-child,.panel>.table-responsive:first-child>.table:first-child>tbody:first-child>tr:first-child th:last-child{border-top-right-radius:1px}.panel>.table:last-child,.panel>.table-responsive:last-child>.table:last-child{border-bottom-right-radius:1px;border-bottom-left-radius:1px}.panel>.table:last-child>tbody:last-child>tr:last-child,.panel>.table-responsive:last-child>.table:last-child>tbody:last-child>tr:last-child,.panel>.table:last-child>tfoot:last-child>tr:last-child,.panel>.table-responsive:last-child>.table:last-child>tfoot:last-child>tr:last-child{border-bottom-left-radius:1px;border-bottom-right-radius:1px}.panel>.table:last-child>tbody:last-child>tr:last-child td:first-child,.panel>.table-responsive:last-child>.table:last-child>tbody:last-child>tr:last-child td:first-child,.panel>.table:last-child>tfoot:last-child>tr:last-child td:first-child,.panel>.table-responsive:last-child>.table:last-child>tfoot:last-child>tr:last-child td:first-child,.panel>.table:last-child>tbody:last-child>tr:last-child th:first-child,.panel>.table-responsive:last-child>.table:last-child>tbody:last-child>tr:last-child th:first-child,.panel>.table:last-child>tfoot:last-child>tr:last-child th:first-child,.panel>.table-responsive:last-child>.table:last-child>tfoot:last-child>tr:last-child th:first-child{border-bottom-left-radius:1px}.panel>.table:last-child>tbody:last-child>tr:last-child td:last-child,.panel>.table-responsive:last-child>.table:last-child>tbody:last-child>tr:last-child td:last-child,.panel>.table:last-child>tfoot:last-child>tr:last-child td:last-child,.panel>.table-responsive:last-child>.table:last-child>tfoot:last-child>tr:last-child td:last-child,.panel>.table:last-child>tbody:last-child>tr:last-child th:last-child,.panel>.table-responsive:last-child>.table:last-child>tbody:last-child>tr:last-child th:last-child,.panel>.table:last-child>tfoot:last-child>tr:last-child th:last-child,.panel>.table-responsive:last-child>.table:last-child>tfoot:last-child>tr:last-child th:last-child{border-bottom-right-radius:1px}.panel>.panel-body+.table,.panel>.panel-body+.table-responsive,.panel>.table+.panel-body,.panel>.table-responsive+.panel-body{border-top:1px solid #ddd}.panel>.table>tbody:first-child>tr:first-child th,.panel>.table>tbody:first-child>tr:first-child td{border-top:0}.panel>.table-bordered,.panel>.table-responsive>.table-bordered{border:0}.panel>.table-bordered>thead>tr>th:first-child,.panel>.table-responsive>.table-bordered>thead>tr>th:first-child,.panel>.table-bordered>tbody>tr>th:first-child,.panel>.table-responsive>.table-bordered>tbody>tr>th:first-child,.panel>.table-bordered>tfoot>tr>th:first-child,.panel>.table-responsive>.table-bordered>tfoot>tr>th:first-child,.panel>.table-bordered>thead>tr>td:first-child,.panel>.table-responsive>.table-bordered>thead>tr>td:first-child,.panel>.table-bordered>tbody>tr>td:first-child,.panel>.table-responsive>.table-bordered>tbody>tr>td:first-child,.panel>.table-bordered>tfoot>tr>td:first-child,.panel>.table-responsive>.table-bordered>tfoot>tr>td:first-child{border-left:0}.panel>.table-bordered>thead>tr>th:last-child,.panel>.table-responsive>.table-bordered>thead>tr>th:last-child,.panel>.table-bordered>tbody>tr>th:last-child,.panel>.table-responsive>.table-bordered>tbody>tr>th:last-child,.panel>.table-bordered>tfoot>tr>th:last-child,.panel>.table-responsive>.table-bordered>tfoot>tr>th:last-child,.panel>.table-bordered>thead>tr>td:last-child,.panel>.table-responsive>.table-bordered>thead>tr>td:last-child,.panel>.table-bordered>tbody>tr>td:last-child,.panel>.table-responsive>.table-bordered>tbody>tr>td:last-child,.panel>.table-bordered>tfoot>tr>td:last-child,.panel>.table-responsive>.table-bordered>tfoot>tr>td:last-child{border-right:0}.panel>.table-bordered>thead>tr:first-child>td,.panel>.table-responsive>.table-bordered>thead>tr:first-child>td,.panel>.table-bordered>tbody>tr:first-child>td,.panel>.table-responsive>.table-bordered>tbody>tr:first-child>td,.panel>.table-bordered>thead>tr:first-child>th,.panel>.table-responsive>.table-bordered>thead>tr:first-child>th,.panel>.table-bordered>tbody>tr:first-child>th,.panel>.table-responsive>.table-bordered>tbody>tr:first-child>th{border-bottom:0}.panel>.table-bordered>tbody>tr:last-child>td,.panel>.table-responsive>.table-bordered>tbody>tr:last-child>td,.panel>.table-bordered>tfoot>tr:last-child>td,.panel>.table-responsive>.table-bordered>tfoot>tr:last-child>td,.panel>.table-bordered>tbody>tr:last-child>th,.panel>.table-responsive>.table-bordered>tbody>tr:last-child>th,.panel>.table-bordered>tfoot>tr:last-child>th,.panel>.table-responsive>.table-bordered>tfoot>tr:last-child>th{border-bottom:0}.panel>.table-responsive{border:0;margin-bottom:0}.panel-group{margin-bottom:18px}.panel-group .panel{margin-bottom:0;border-radius:2px}.panel-group .panel+.panel{margin-top:5px}.panel-group .panel-heading{border-bottom:0}.panel-group .panel-heading+.panel-collapse>.panel-body,.panel-group .panel-heading+.panel-collapse>.list-group{border-top:1px solid #ddd}.panel-group .panel-footer{border-top:0}.panel-group .panel-footer+.panel-collapse .panel-body{border-bottom:1px solid #ddd}.panel-default{border-color:#ddd}.panel-default>.panel-heading{color:#333;background-color:#f5f5f5;border-color:#ddd}.panel-default>.panel-heading+.panel-collapse>.panel-body{border-top-color:#ddd}.panel-default>.panel-heading .badge{color:#f5f5f5;background-color:#333}.panel-default>.panel-footer+.panel-collapse>.panel-body{border-bottom-color:#ddd}.panel-primary{border-color:#337ab7}.panel-primary>.panel-heading{color:#fff;background-color:#337ab7;border-color:#337ab7}.panel-primary>.panel-heading+.panel-collapse>.panel-body{border-top-color:#337ab7}.panel-primary>.panel-heading .badge{color:#337ab7;background-color:#fff}.panel-primary>.panel-footer+.panel-collapse>.panel-body{border-bottom-color:#337ab7}.panel-success{border-color:#d6e9c6}.panel-success>.panel-heading{color:#3c763d;background-color:#dff0d8;border-color:#d6e9c6}.panel-success>.panel-heading+.panel-collapse>.panel-body{border-top-color:#d6e9c6}.panel-success>.panel-heading .badge{color:#dff0d8;background-color:#3c763d}.panel-success>.panel-footer+.panel-collapse>.panel-body{border-bottom-color:#d6e9c6}.panel-info{border-color:#bce8f1}.panel-info>.panel-heading{color:#31708f;background-color:#d9edf7;border-color:#bce8f1}.panel-info>.panel-heading+.panel-collapse>.panel-body{border-top-color:#bce8f1}.panel-info>.panel-heading .badge{color:#d9edf7;background-color:#31708f}.panel-info>.panel-footer+.panel-collapse>.panel-body{border-bottom-color:#bce8f1}.panel-warning{border-color:#faebcc}.panel-warning>.panel-heading{color:#8a6d3b;background-color:#fcf8e3;border-color:#faebcc}.panel-warning>.panel-heading+.panel-collapse>.panel-body{border-top-color:#faebcc}.panel-warning>.panel-heading .badge{color:#fcf8e3;background-color:#8a6d3b}.panel-warning>.panel-footer+.panel-collapse>.panel-body{border-bottom-color:#faebcc}.panel-danger{border-color:#ebccd1}.panel-danger>.panel-heading{color:#a94442;background-color:#f2dede;border-color:#ebccd1}.panel-danger>.panel-heading+.panel-collapse>.panel-body{border-top-color:#ebccd1}.panel-danger>.panel-heading .badge{color:#f2dede;background-color:#a94442}.panel-danger>.panel-footer+.panel-collapse>.panel-body{border-bottom-color:#ebccd1}.embed-responsive{position:relative;display:block;height:0;padding:0;overflow:hidden}.embed-responsive .embed-responsive-item,.embed-responsive iframe,.embed-responsive embed,.embed-responsive object,.embed-responsive video{position:absolute;top:0;left:0;bottom:0;height:100%;width:100%;border:0}.embed-responsive.embed-responsive-16by9{padding-bottom:56.25%}.embed-responsive.embed-responsive-4by3{padding-bottom:75%}.well{min-height:20px;padding:19px;margin-bottom:20px;background-color:#f5f5f5;border:1px solid #e3e3e3;border-radius:2px;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.05);box-shadow:inset 0 1px 1px rgba(0,0,0,0.05)}.well blockquote{border-color:#ddd;border-color:rgba(0,0,0,0.15)}.well-lg{padding:24px;border-radius:3px}.well-sm{padding:9px;border-radius:1px}.close{float:right;font-size:19.5px;font-weight:bold;line-height:1;color:#000;text-shadow:0 1px 0 #fff;opacity:.2;filter:alpha(opacity=20)}.close:hover,.close:focus{color:#000;text-decoration:none;cursor:pointer;opacity:.5;filter:alpha(opacity=50)}button.close{padding:0;cursor:pointer;background:transparent;border:0;-webkit-appearance:none}.modal-open{overflow:hidden}.modal{display:none;overflow:hidden;position:fixed;top:0;right:0;bottom:0;left:0;z-index:1040;-webkit-overflow-scrolling:touch;outline:0}.modal.fade .modal-dialog{-webkit-transform:translate(0, -25%);-ms-transform:translate(0, -25%);-o-transform:translate(0, -25%);transform:translate(0, -25%);-webkit-transition:-webkit-transform 0.3s ease-out;-moz-transition:-moz-transform 0.3s ease-out;-o-transition:-o-transform 0.3s ease-out;transition:transform 0.3s ease-out}.modal.in .modal-dialog{-webkit-transform:translate(0, 0);-ms-transform:translate(0, 0);-o-transform:translate(0, 0);transform:translate(0, 0)}.modal-open .modal{overflow-x:hidden;overflow-y:auto}.modal-dialog{position:relative;width:auto;margin:10px}.modal-content{position:relative;background-color:#fff;border:1px solid #999;border:1px solid rgba(0,0,0,0.2);border-radius:3px;-webkit-box-shadow:0 3px 9px rgba(0,0,0,0.5);box-shadow:0 3px 9px rgba(0,0,0,0.5);background-clip:padding-box;outline:0}.modal-backdrop{position:absolute;top:0;right:0;left:0;background-color:#000}.modal-backdrop.fade{opacity:0;filter:alpha(opacity=0)}.modal-backdrop.in{opacity:.5;filter:alpha(opacity=50)}.modal-header{padding:15px;border-bottom:1px solid #e5e5e5;min-height:16.42857143px}.modal-header .close{margin-top:-2px}.modal-title{margin:0;line-height:1.42857143}.modal-body{position:relative;padding:15px}.modal-footer{padding:15px;text-align:right;border-top:1px solid #e5e5e5}.modal-footer .btn+.btn{margin-left:5px;margin-bottom:0}.modal-footer .btn-group .btn+.btn{margin-left:-1px}.modal-footer .btn-block+.btn-block{margin-left:0}.modal-scrollbar-measure{position:absolute;top:-9999px;width:50px;height:50px;overflow:scroll}@media (min-width:768px){.modal-dialog{width:600px;margin:30px auto}.modal-content{-webkit-box-shadow:0 5px 15px rgba(0,0,0,0.5);box-shadow:0 5px 15px rgba(0,0,0,0.5)}.modal-sm{width:300px}}@media (min-width:992px){.modal-lg{width:900px}}.tooltip{position:absolute;z-index:1070;display:block;visibility:visible;font-family:"Helvetica Neue",Helvetica,Arial,sans-serif;font-size:12px;font-weight:normal;line-height:1.4;opacity:0;filter:alpha(opacity=0)}.tooltip.in{opacity:.9;filter:alpha(opacity=90)}.tooltip.top{margin-top:-3px;padding:5px 0}.tooltip.right{margin-left:3px;padding:0 5px}.tooltip.bottom{margin-top:3px;padding:5px 0}.tooltip.left{margin-left:-3px;padding:0 5px}.tooltip-inner{max-width:200px;padding:3px 8px;color:#fff;text-align:center;text-decoration:none;background-color:#000;border-radius:2px}.tooltip-arrow{position:absolute;width:0;height:0;border-color:transparent;border-style:solid}.tooltip.top .tooltip-arrow{bottom:0;left:50%;margin-left:-5px;border-width:5px 5px 0;border-top-color:#000}.tooltip.top-left .tooltip-arrow{bottom:0;right:5px;margin-bottom:-5px;border-width:5px 5px 0;border-top-color:#000}.tooltip.top-right .tooltip-arrow{bottom:0;left:5px;margin-bottom:-5px;border-width:5px 5px 0;border-top-color:#000}.tooltip.right .tooltip-arrow{top:50%;left:0;margin-top:-5px;border-width:5px 5px 5px 0;border-right-color:#000}.tooltip.left .tooltip-arrow{top:50%;right:0;margin-top:-5px;border-width:5px 0 5px 5px;border-left-color:#000}.tooltip.bottom .tooltip-arrow{top:0;left:50%;margin-left:-5px;border-width:0 5px 5px;border-bottom-color:#000}.tooltip.bottom-left .tooltip-arrow{top:0;right:5px;margin-top:-5px;border-width:0 5px 5px;border-bottom-color:#000}.tooltip.bottom-right .tooltip-arrow{top:0;left:5px;margin-top:-5px;border-width:0 5px 5px;border-bottom-color:#000}.popover{position:absolute;top:0;left:0;z-index:1060;display:none;max-width:276px;padding:1px;font-family:"Helvetica Neue",Helvetica,Arial,sans-serif;font-size:13px;font-weight:normal;line-height:1.42857143;text-align:left;background-color:#fff;background-clip:padding-box;border:1px solid #ccc;border:1px solid rgba(0,0,0,0.2);border-radius:3px;-webkit-box-shadow:0 5px 10px rgba(0,0,0,0.2);box-shadow:0 5px 10px rgba(0,0,0,0.2);white-space:normal}.popover.top{margin-top:-10px}.popover.right{margin-left:10px}.popover.bottom{margin-top:10px}.popover.left{margin-left:-10px}.popover-title{margin:0;padding:8px 14px;font-size:13px;background-color:#f7f7f7;border-bottom:1px solid #ebebeb;border-radius:2px 2px 0 0}.popover-content{padding:9px 14px}.popover>.arrow,.popover>.arrow:after{position:absolute;display:block;width:0;height:0;border-color:transparent;border-style:solid}.popover>.arrow{border-width:11px}.popover>.arrow:after{border-width:10px;content:""}.popover.top>.arrow{left:50%;margin-left:-11px;border-bottom-width:0;border-top-color:#999;border-top-color:rgba(0,0,0,0.25);bottom:-11px}.popover.top>.arrow:after{content:" ";bottom:1px;margin-left:-10px;border-bottom-width:0;border-top-color:#fff}.popover.right>.arrow{top:50%;left:-11px;margin-top:-11px;border-left-width:0;border-right-color:#999;border-right-color:rgba(0,0,0,0.25)}.popover.right>.arrow:after{content:" ";left:1px;bottom:-10px;border-left-width:0;border-right-color:#fff}.popover.bottom>.arrow{left:50%;margin-left:-11px;border-top-width:0;border-bottom-color:#999;border-bottom-color:rgba(0,0,0,0.25);top:-11px}.popover.bottom>.arrow:after{content:" ";top:1px;margin-left:-10px;border-top-width:0;border-bottom-color:#fff}.popover.left>.arrow{top:50%;right:-11px;margin-top:-11px;border-right-width:0;border-left-color:#999;border-left-color:rgba(0,0,0,0.25)}.popover.left>.arrow:after{content:" ";right:1px;border-right-width:0;border-left-color:#fff;bottom:-10px}.carousel{position:relative}.carousel-inner{position:relative;overflow:hidden;width:100%}.carousel-inner>.item{display:none;position:relative;-webkit-transition:.6s ease-in-out left;-o-transition:.6s ease-in-out left;transition:.6s ease-in-out left}.carousel-inner>.item>img,.carousel-inner>.item>a>img{line-height:1}@media all and (transform-3d),(-webkit-transform-3d){.carousel-inner>.item{transition:transform .6s ease-in-out;backface-visibility:hidden;perspective:1000}.carousel-inner>.item.next,.carousel-inner>.item.active.right{transform:translate3d(100%, 0, 0);left:0}.carousel-inner>.item.prev,.carousel-inner>.item.active.left{transform:translate3d(-100%, 0, 0);left:0}.carousel-inner>.item.next.left,.carousel-inner>.item.prev.right,.carousel-inner>.item.active{transform:translate3d(0, 0, 0);left:0}}.carousel-inner>.active,.carousel-inner>.next,.carousel-inner>.prev{display:block}.carousel-inner>.active{left:0}.carousel-inner>.next,.carousel-inner>.prev{position:absolute;top:0;width:100%}.carousel-inner>.next{left:100%}.carousel-inner>.prev{left:-100%}.carousel-inner>.next.left,.carousel-inner>.prev.right{left:0}.carousel-inner>.active.left{left:-100%}.carousel-inner>.active.right{left:100%}.carousel-control{position:absolute;top:0;left:0;bottom:0;width:15%;opacity:.5;filter:alpha(opacity=50);font-size:20px;color:#fff;text-align:center;text-shadow:0 1px 2px rgba(0,0,0,0.6)}.carousel-control.left{background-image:-webkit-linear-gradient(left, rgba(0,0,0,0.5) 0, rgba(0,0,0,0.0001) 100%);background-image:-o-linear-gradient(left, rgba(0,0,0,0.5) 0, rgba(0,0,0,0.0001) 100%);background-image:linear-gradient(to right, rgba(0,0,0,0.5) 0, rgba(0,0,0,0.0001) 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1)}.carousel-control.right{left:auto;right:0;background-image:-webkit-linear-gradient(left, rgba(0,0,0,0.0001) 0, rgba(0,0,0,0.5) 100%);background-image:-o-linear-gradient(left, rgba(0,0,0,0.0001) 0, rgba(0,0,0,0.5) 100%);background-image:linear-gradient(to right, rgba(0,0,0,0.0001) 0, rgba(0,0,0,0.5) 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1)}.carousel-control:hover,.carousel-control:focus{outline:0;color:#fff;text-decoration:none;opacity:.9;filter:alpha(opacity=90)}.carousel-control .icon-prev,.carousel-control .icon-next,.carousel-control .glyphicon-chevron-left,.carousel-control .glyphicon-chevron-right{position:absolute;top:50%;z-index:5;display:inline-block}.carousel-control .icon-prev,.carousel-control .glyphicon-chevron-left{left:50%;margin-left:-10px}.carousel-control .icon-next,.carousel-control .glyphicon-chevron-right{right:50%;margin-right:-10px}.carousel-control .icon-prev,.carousel-control .icon-next{width:20px;height:20px;margin-top:-10px;font-family:serif}.carousel-control .icon-prev:before{content:'\2039'}.carousel-control .icon-next:before{content:'\203a'}.carousel-indicators{position:absolute;bottom:10px;left:50%;z-index:15;width:60%;margin-left:-30%;padding-left:0;list-style:none;text-align:center}.carousel-indicators li{display:inline-block;width:10px;height:10px;margin:1px;text-indent:-999px;border:1px solid #fff;border-radius:10px;cursor:pointer;background-color:#000 \9;background-color:rgba(0,0,0,0)}.carousel-indicators .active{margin:0;width:12px;height:12px;background-color:#fff}.carousel-caption{position:absolute;left:15%;right:15%;bottom:20px;z-index:10;padding-top:20px;padding-bottom:20px;color:#fff;text-align:center;text-shadow:0 1px 2px rgba(0,0,0,0.6)}.carousel-caption .btn{text-shadow:none}@media screen and (min-width:768px){.carousel-control .glyphicon-chevron-left,.carousel-control .glyphicon-chevron-right,.carousel-control .icon-prev,.carousel-control .icon-next{width:30px;height:30px;margin-top:-15px;font-size:30px}.carousel-control .glyphicon-chevron-left,.carousel-control .icon-prev{margin-left:-15px}.carousel-control .glyphicon-chevron-right,.carousel-control .icon-next{margin-right:-15px}.carousel-caption{left:20%;right:20%;padding-bottom:30px}.carousel-indicators{bottom:20px}}.clearfix:before,.clearfix:after,.dl-horizontal dd:before,.dl-horizontal dd:after,.container:before,.container:after,.container-fluid:before,.container-fluid:after,.row:before,.row:after,.form-horizontal .form-group:before,.form-horizontal .form-group:after,.btn-toolbar:before,.btn-toolbar:after,.btn-group-vertical>.btn-group:before,.btn-group-vertical>.btn-group:after,.nav:before,.nav:after,.navbar:before,.navbar:after,.navbar-header:before,.navbar-header:after,.navbar-collapse:before,.navbar-collapse:after,.pager:before,.pager:after,.panel-body:before,.panel-body:after,.modal-footer:before,.modal-footer:after,.item_buttons:before,.item_buttons:after{content:" ";display:table}.clearfix:after,.dl-horizontal dd:after,.container:after,.container-fluid:after,.row:after,.form-horizontal .form-group:after,.btn-toolbar:after,.btn-group-vertical>.btn-group:after,.nav:after,.navbar:after,.navbar-header:after,.navbar-collapse:after,.pager:after,.panel-body:after,.modal-footer:after,.item_buttons:after{clear:both}.center-block{display:block;margin-left:auto;margin-right:auto}.pull-right{float:right !important}.pull-left{float:left !important}.hide{display:none !important}.show{display:block !important}.invisible{visibility:hidden}.text-hide{font:0/0 a;color:transparent;text-shadow:none;background-color:transparent;border:0}.hidden{display:none !important;visibility:hidden !important}.affix{position:fixed}@-ms-viewport{width:device-width}.visible-xs,.visible-sm,.visible-md,.visible-lg{display:none !important}.visible-xs-block,.visible-xs-inline,.visible-xs-inline-block,.visible-sm-block,.visible-sm-inline,.visible-sm-inline-block,.visible-md-block,.visible-md-inline,.visible-md-inline-block,.visible-lg-block,.visible-lg-inline,.visible-lg-inline-block{display:none !important}@media (max-width:767px){.visible-xs{display:block !important}table.visible-xs{display:table}tr.visible-xs{display:table-row !important}th.visible-xs,td.visible-xs{display:table-cell !important}}@media (max-width:767px){.visible-xs-block{display:block !important}}@media (max-width:767px){.visible-xs-inline{display:inline !important}}@media (max-width:767px){.visible-xs-inline-block{display:inline-block !important}}@media (min-width:768px) and (max-width:991px){.visible-sm{display:block !important}table.visible-sm{display:table}tr.visible-sm{display:table-row !important}th.visible-sm,td.visible-sm{display:table-cell !important}}@media (min-width:768px) and (max-width:991px){.visible-sm-block{display:block !important}}@media (min-width:768px) and (max-width:991px){.visible-sm-inline{display:inline !important}}@media (min-width:768px) and (max-width:991px){.visible-sm-inline-block{display:inline-block !important}}@media (min-width:992px) and (max-width:1199px){.visible-md{display:block !important}table.visible-md{display:table}tr.visible-md{display:table-row !important}th.visible-md,td.visible-md{display:table-cell !important}}@media (min-width:992px) and (max-width:1199px){.visible-md-block{display:block !important}}@media (min-width:992px) and (max-width:1199px){.visible-md-inline{display:inline !important}}@media (min-width:992px) and (max-width:1199px){.visible-md-inline-block{display:inline-block !important}}@media (min-width:1200px){.visible-lg{display:block !important}table.visible-lg{display:table}tr.visible-lg{display:table-row !important}th.visible-lg,td.visible-lg{display:table-cell !important}}@media (min-width:1200px){.visible-lg-block{display:block !important}}@media (min-width:1200px){.visible-lg-inline{display:inline !important}}@media (min-width:1200px){.visible-lg-inline-block{display:inline-block !important}}@media (max-width:767px){.hidden-xs{display:none !important}}@media (min-width:768px) and (max-width:991px){.hidden-sm{display:none !important}}@media (min-width:992px) and (max-width:1199px){.hidden-md{display:none !important}}@media (min-width:1200px){.hidden-lg{display:none !important}}.visible-print{display:none !important}@media print{.visible-print{display:block !important}table.visible-print{display:table}tr.visible-print{display:table-row !important}th.visible-print,td.visible-print{display:table-cell !important}}.visible-print-block{display:none !important}@media print{.visible-print-block{display:block !important}}.visible-print-inline{display:none !important}@media print{.visible-print-inline{display:inline !important}}.visible-print-inline-block{display:none !important}@media print{.visible-print-inline-block{display:inline-block !important}}@media print{.hidden-print{display:none !important}}/*!
*
* Font Awesome
*
*//*!
 *  Font Awesome 4.3.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */@font-face{font-family:'FontAwesome';src:url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.3.0');src:url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.3.0') format('embedded-opentype'),url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.3.0') format('woff2'),url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.3.0') format('woff'),url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.3.0') format('truetype'),url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.3.0#fontawesomeregular') format('svg');font-weight:normal;font-style:normal}.fa{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;transform:translate(0, 0)}.fa-lg{font-size:1.33333333em;line-height:.75em;vertical-align:-15%}.fa-2x{font-size:2em}.fa-3x{font-size:3em}.fa-4x{font-size:4em}.fa-5x{font-size:5em}.fa-fw{width:1.28571429em;text-align:center}.fa-ul{padding-left:0;margin-left:2.14285714em;list-style-type:none}.fa-ul>li{position:relative}.fa-li{position:absolute;left:-2.14285714em;width:2.14285714em;top:.14285714em;text-align:center}.fa-li.fa-lg{left:-1.85714286em}.fa-border{padding:.2em .25em .15em;border:solid .08em #eee;border-radius:.1em}.pull-right{float:right}.pull-left{float:left}.fa.pull-left{margin-right:.3em}.fa.pull-right{margin-left:.3em}.fa-spin{-webkit-animation:fa-spin 2s infinite linear;animation:fa-spin 2s infinite linear}.fa-pulse{-webkit-animation:fa-spin 1s infinite steps(8);animation:fa-spin 1s infinite steps(8)}@-webkit-keyframes fa-spin{0%{-webkit-transform:rotate(0deg);transform:rotate(0deg)}100%{-webkit-transform:rotate(359deg);transform:rotate(359deg)}}@keyframes fa-spin{0%{-webkit-transform:rotate(0deg);transform:rotate(0deg)}100%{-webkit-transform:rotate(359deg);transform:rotate(359deg)}}.fa-rotate-90{filter:progid:DXImageTransform.Microsoft.BasicImage(rotation=1);-webkit-transform:rotate(90deg);-ms-transform:rotate(90deg);transform:rotate(90deg)}.fa-rotate-180{filter:progid:DXImageTransform.Microsoft.BasicImage(rotation=2);-webkit-transform:rotate(180deg);-ms-transform:rotate(180deg);transform:rotate(180deg)}.fa-rotate-270{filter:progid:DXImageTransform.Microsoft.BasicImage(rotation=3);-webkit-transform:rotate(270deg);-ms-transform:rotate(270deg);transform:rotate(270deg)}.fa-flip-horizontal{filter:progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);-webkit-transform:scale(-1, 1);-ms-transform:scale(-1, 1);transform:scale(-1, 1)}.fa-flip-vertical{filter:progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);-webkit-transform:scale(1, -1);-ms-transform:scale(1, -1);transform:scale(1, -1)}:root .fa-rotate-90,:root .fa-rotate-180,:root .fa-rotate-270,:root .fa-flip-horizontal,:root .fa-flip-vertical{filter:none}.fa-stack{position:relative;display:inline-block;width:2em;height:2em;line-height:2em;vertical-align:middle}.fa-stack-1x,.fa-stack-2x{position:absolute;left:0;width:100%;text-align:center}.fa-stack-1x{line-height:inherit}.fa-stack-2x{font-size:2em}.fa-inverse{color:#fff}.fa-glass:before{content:"\f000"}.fa-music:before{content:"\f001"}.fa-search:before{content:"\f002"}.fa-envelope-o:before{content:"\f003"}.fa-heart:before{content:"\f004"}.fa-star:before{content:"\f005"}.fa-star-o:before{content:"\f006"}.fa-user:before{content:"\f007"}.fa-film:before{content:"\f008"}.fa-th-large:before{content:"\f009"}.fa-th:before{content:"\f00a"}.fa-th-list:before{content:"\f00b"}.fa-check:before{content:"\f00c"}.fa-remove:before,.fa-close:before,.fa-times:before{content:"\f00d"}.fa-search-plus:before{content:"\f00e"}.fa-search-minus:before{content:"\f010"}.fa-power-off:before{content:"\f011"}.fa-signal:before{content:"\f012"}.fa-gear:before,.fa-cog:before{content:"\f013"}.fa-trash-o:before{content:"\f014"}.fa-home:before{content:"\f015"}.fa-file-o:before{content:"\f016"}.fa-clock-o:before{content:"\f017"}.fa-road:before{content:"\f018"}.fa-download:before{content:"\f019"}.fa-arrow-circle-o-down:before{content:"\f01a"}.fa-arrow-circle-o-up:before{content:"\f01b"}.fa-inbox:before{content:"\f01c"}.fa-play-circle-o:before{content:"\f01d"}.fa-rotate-right:before,.fa-repeat:before{content:"\f01e"}.fa-refresh:before{content:"\f021"}.fa-list-alt:before{content:"\f022"}.fa-lock:before{content:"\f023"}.fa-flag:before{content:"\f024"}.fa-headphones:before{content:"\f025"}.fa-volume-off:before{content:"\f026"}.fa-volume-down:before{content:"\f027"}.fa-volume-up:before{content:"\f028"}.fa-qrcode:before{content:"\f029"}.fa-barcode:before{content:"\f02a"}.fa-tag:before{content:"\f02b"}.fa-tags:before{content:"\f02c"}.fa-book:before{content:"\f02d"}.fa-bookmark:before{content:"\f02e"}.fa-print:before{content:"\f02f"}.fa-camera:before{content:"\f030"}.fa-font:before{content:"\f031"}.fa-bold:before{content:"\f032"}.fa-italic:before{content:"\f033"}.fa-text-height:before{content:"\f034"}.fa-text-width:before{content:"\f035"}.fa-align-left:before{content:"\f036"}.fa-align-center:before{content:"\f037"}.fa-align-right:before{content:"\f038"}.fa-align-justify:before{content:"\f039"}.fa-list:before{content:"\f03a"}.fa-dedent:before,.fa-outdent:before{content:"\f03b"}.fa-indent:before{content:"\f03c"}.fa-video-camera:before{content:"\f03d"}.fa-photo:before,.fa-image:before,.fa-picture-o:before{content:"\f03e"}.fa-pencil:before{content:"\f040"}.fa-map-marker:before{content:"\f041"}.fa-adjust:before{content:"\f042"}.fa-tint:before{content:"\f043"}.fa-edit:before,.fa-pencil-square-o:before{content:"\f044"}.fa-share-square-o:before{content:"\f045"}.fa-check-square-o:before{content:"\f046"}.fa-arrows:before{content:"\f047"}.fa-step-backward:before{content:"\f048"}.fa-fast-backward:before{content:"\f049"}.fa-backward:before{content:"\f04a"}.fa-play:before{content:"\f04b"}.fa-pause:before{content:"\f04c"}.fa-stop:before{content:"\f04d"}.fa-forward:before{content:"\f04e"}.fa-fast-forward:before{content:"\f050"}.fa-step-forward:before{content:"\f051"}.fa-eject:before{content:"\f052"}.fa-chevron-left:before{content:"\f053"}.fa-chevron-right:before{content:"\f054"}.fa-plus-circle:before{content:"\f055"}.fa-minus-circle:before{content:"\f056"}.fa-times-circle:before{content:"\f057"}.fa-check-circle:before{content:"\f058"}.fa-question-circle:before{content:"\f059"}.fa-info-circle:before{content:"\f05a"}.fa-crosshairs:before{content:"\f05b"}.fa-times-circle-o:before{content:"\f05c"}.fa-check-circle-o:before{content:"\f05d"}.fa-ban:before{content:"\f05e"}.fa-arrow-left:before{content:"\f060"}.fa-arrow-right:before{content:"\f061"}.fa-arrow-up:before{content:"\f062"}.fa-arrow-down:before{content:"\f063"}.fa-mail-forward:before,.fa-share:before{content:"\f064"}.fa-expand:before{content:"\f065"}.fa-compress:before{content:"\f066"}.fa-plus:before{content:"\f067"}.fa-minus:before{content:"\f068"}.fa-asterisk:before{content:"\f069"}.fa-exclamation-circle:before{content:"\f06a"}.fa-gift:before{content:"\f06b"}.fa-leaf:before{content:"\f06c"}.fa-fire:before{content:"\f06d"}.fa-eye:before{content:"\f06e"}.fa-eye-slash:before{content:"\f070"}.fa-warning:before,.fa-exclamation-triangle:before{content:"\f071"}.fa-plane:before{content:"\f072"}.fa-calendar:before{content:"\f073"}.fa-random:before{content:"\f074"}.fa-comment:before{content:"\f075"}.fa-magnet:before{content:"\f076"}.fa-chevron-up:before{content:"\f077"}.fa-chevron-down:before{content:"\f078"}.fa-retweet:before{content:"\f079"}.fa-shopping-cart:before{content:"\f07a"}.fa-folder:before{content:"\f07b"}.fa-folder-open:before{content:"\f07c"}.fa-arrows-v:before{content:"\f07d"}.fa-arrows-h:before{content:"\f07e"}.fa-bar-chart-o:before,.fa-bar-chart:before{content:"\f080"}.fa-twitter-square:before{content:"\f081"}.fa-facebook-square:before{content:"\f082"}.fa-camera-retro:before{content:"\f083"}.fa-key:before{content:"\f084"}.fa-gears:before,.fa-cogs:before{content:"\f085"}.fa-comments:before{content:"\f086"}.fa-thumbs-o-up:before{content:"\f087"}.fa-thumbs-o-down:before{content:"\f088"}.fa-star-half:before{content:"\f089"}.fa-heart-o:before{content:"\f08a"}.fa-sign-out:before{content:"\f08b"}.fa-linkedin-square:before{content:"\f08c"}.fa-thumb-tack:before{content:"\f08d"}.fa-external-link:before{content:"\f08e"}.fa-sign-in:before{content:"\f090"}.fa-trophy:before{content:"\f091"}.fa-github-square:before{content:"\f092"}.fa-upload:before{content:"\f093"}.fa-lemon-o:before{content:"\f094"}.fa-phone:before{content:"\f095"}.fa-square-o:before{content:"\f096"}.fa-bookmark-o:before{content:"\f097"}.fa-phone-square:before{content:"\f098"}.fa-twitter:before{content:"\f099"}.fa-facebook-f:before,.fa-facebook:before{content:"\f09a"}.fa-github:before{content:"\f09b"}.fa-unlock:before{content:"\f09c"}.fa-credit-card:before{content:"\f09d"}.fa-rss:before{content:"\f09e"}.fa-hdd-o:before{content:"\f0a0"}.fa-bullhorn:before{content:"\f0a1"}.fa-bell:before{content:"\f0f3"}.fa-certificate:before{content:"\f0a3"}.fa-hand-o-right:before{content:"\f0a4"}.fa-hand-o-left:before{content:"\f0a5"}.fa-hand-o-up:before{content:"\f0a6"}.fa-hand-o-down:before{content:"\f0a7"}.fa-arrow-circle-left:before{content:"\f0a8"}.fa-arrow-circle-right:before{content:"\f0a9"}.fa-arrow-circle-up:before{content:"\f0aa"}.fa-arrow-circle-down:before{content:"\f0ab"}.fa-globe:before{content:"\f0ac"}.fa-wrench:before{content:"\f0ad"}.fa-tasks:before{content:"\f0ae"}.fa-filter:before{content:"\f0b0"}.fa-briefcase:before{content:"\f0b1"}.fa-arrows-alt:before{content:"\f0b2"}.fa-group:before,.fa-users:before{content:"\f0c0"}.fa-chain:before,.fa-link:before{content:"\f0c1"}.fa-cloud:before{content:"\f0c2"}.fa-flask:before{content:"\f0c3"}.fa-cut:before,.fa-scissors:before{content:"\f0c4"}.fa-copy:before,.fa-files-o:before{content:"\f0c5"}.fa-paperclip:before{content:"\f0c6"}.fa-save:before,.fa-floppy-o:before{content:"\f0c7"}.fa-square:before{content:"\f0c8"}.fa-navicon:before,.fa-reorder:before,.fa-bars:before{content:"\f0c9"}.fa-list-ul:before{content:"\f0ca"}.fa-list-ol:before{content:"\f0cb"}.fa-strikethrough:before{content:"\f0cc"}.fa-underline:before{content:"\f0cd"}.fa-table:before{content:"\f0ce"}.fa-magic:before{content:"\f0d0"}.fa-truck:before{content:"\f0d1"}.fa-pinterest:before{content:"\f0d2"}.fa-pinterest-square:before{content:"\f0d3"}.fa-google-plus-square:before{content:"\f0d4"}.fa-google-plus:before{content:"\f0d5"}.fa-money:before{content:"\f0d6"}.fa-caret-down:before{content:"\f0d7"}.fa-caret-up:before{content:"\f0d8"}.fa-caret-left:before{content:"\f0d9"}.fa-caret-right:before{content:"\f0da"}.fa-columns:before{content:"\f0db"}.fa-unsorted:before,.fa-sort:before{content:"\f0dc"}.fa-sort-down:before,.fa-sort-desc:before{content:"\f0dd"}.fa-sort-up:before,.fa-sort-asc:before{content:"\f0de"}.fa-envelope:before{content:"\f0e0"}.fa-linkedin:before{content:"\f0e1"}.fa-rotate-left:before,.fa-undo:before{content:"\f0e2"}.fa-legal:before,.fa-gavel:before{content:"\f0e3"}.fa-dashboard:before,.fa-tachometer:before{content:"\f0e4"}.fa-comment-o:before{content:"\f0e5"}.fa-comments-o:before{content:"\f0e6"}.fa-flash:before,.fa-bolt:before{content:"\f0e7"}.fa-sitemap:before{content:"\f0e8"}.fa-umbrella:before{content:"\f0e9"}.fa-paste:before,.fa-clipboard:before{content:"\f0ea"}.fa-lightbulb-o:before{content:"\f0eb"}.fa-exchange:before{content:"\f0ec"}.fa-cloud-download:before{content:"\f0ed"}.fa-cloud-upload:before{content:"\f0ee"}.fa-user-md:before{content:"\f0f0"}.fa-stethoscope:before{content:"\f0f1"}.fa-suitcase:before{content:"\f0f2"}.fa-bell-o:before{content:"\f0a2"}.fa-coffee:before{content:"\f0f4"}.fa-cutlery:before{content:"\f0f5"}.fa-file-text-o:before{content:"\f0f6"}.fa-building-o:before{content:"\f0f7"}.fa-hospital-o:before{content:"\f0f8"}.fa-ambulance:before{content:"\f0f9"}.fa-medkit:before{content:"\f0fa"}.fa-fighter-jet:before{content:"\f0fb"}.fa-beer:before{content:"\f0fc"}.fa-h-square:before{content:"\f0fd"}.fa-plus-square:before{content:"\f0fe"}.fa-angle-double-left:before{content:"\f100"}.fa-angle-double-right:before{content:"\f101"}.fa-angle-double-up:before{content:"\f102"}.fa-angle-double-down:before{content:"\f103"}.fa-angle-left:before{content:"\f104"}.fa-angle-right:before{content:"\f105"}.fa-angle-up:before{content:"\f106"}.fa-angle-down:before{content:"\f107"}.fa-desktop:before{content:"\f108"}.fa-laptop:before{content:"\f109"}.fa-tablet:before{content:"\f10a"}.fa-mobile-phone:before,.fa-mobile:before{content:"\f10b"}.fa-circle-o:before{content:"\f10c"}.fa-quote-left:before{content:"\f10d"}.fa-quote-right:before{content:"\f10e"}.fa-spinner:before{content:"\f110"}.fa-circle:before{content:"\f111"}.fa-mail-reply:before,.fa-reply:before{content:"\f112"}.fa-github-alt:before{content:"\f113"}.fa-folder-o:before{content:"\f114"}.fa-folder-open-o:before{content:"\f115"}.fa-smile-o:before{content:"\f118"}.fa-frown-o:before{content:"\f119"}.fa-meh-o:before{content:"\f11a"}.fa-gamepad:before{content:"\f11b"}.fa-keyboard-o:before{content:"\f11c"}.fa-flag-o:before{content:"\f11d"}.fa-flag-checkered:before{content:"\f11e"}.fa-terminal:before{content:"\f120"}.fa-code:before{content:"\f121"}.fa-mail-reply-all:before,.fa-reply-all:before{content:"\f122"}.fa-star-half-empty:before,.fa-star-half-full:before,.fa-star-half-o:before{content:"\f123"}.fa-location-arrow:before{content:"\f124"}.fa-crop:before{content:"\f125"}.fa-code-fork:before{content:"\f126"}.fa-unlink:before,.fa-chain-broken:before{content:"\f127"}.fa-question:before{content:"\f128"}.fa-info:before{content:"\f129"}.fa-exclamation:before{content:"\f12a"}.fa-superscript:before{content:"\f12b"}.fa-subscript:before{content:"\f12c"}.fa-eraser:before{content:"\f12d"}.fa-puzzle-piece:before{content:"\f12e"}.fa-microphone:before{content:"\f130"}.fa-microphone-slash:before{content:"\f131"}.fa-shield:before{content:"\f132"}.fa-calendar-o:before{content:"\f133"}.fa-fire-extinguisher:before{content:"\f134"}.fa-rocket:before{content:"\f135"}.fa-maxcdn:before{content:"\f136"}.fa-chevron-circle-left:before{content:"\f137"}.fa-chevron-circle-right:before{content:"\f138"}.fa-chevron-circle-up:before{content:"\f139"}.fa-chevron-circle-down:before{content:"\f13a"}.fa-html5:before{content:"\f13b"}.fa-css3:before{content:"\f13c"}.fa-anchor:before{content:"\f13d"}.fa-unlock-alt:before{content:"\f13e"}.fa-bullseye:before{content:"\f140"}.fa-ellipsis-h:before{content:"\f141"}.fa-ellipsis-v:before{content:"\f142"}.fa-rss-square:before{content:"\f143"}.fa-play-circle:before{content:"\f144"}.fa-ticket:before{content:"\f145"}.fa-minus-square:before{content:"\f146"}.fa-minus-square-o:before{content:"\f147"}.fa-level-up:before{content:"\f148"}.fa-level-down:before{content:"\f149"}.fa-check-square:before{content:"\f14a"}.fa-pencil-square:before{content:"\f14b"}.fa-external-link-square:before{content:"\f14c"}.fa-share-square:before{content:"\f14d"}.fa-compass:before{content:"\f14e"}.fa-toggle-down:before,.fa-caret-square-o-down:before{content:"\f150"}.fa-toggle-up:before,.fa-caret-square-o-up:before{content:"\f151"}.fa-toggle-right:before,.fa-caret-square-o-right:before{content:"\f152"}.fa-euro:before,.fa-eur:before{content:"\f153"}.fa-gbp:before{content:"\f154"}.fa-dollar:before,.fa-usd:before{content:"\f155"}.fa-rupee:before,.fa-inr:before{content:"\f156"}.fa-cny:before,.fa-rmb:before,.fa-yen:before,.fa-jpy:before{content:"\f157"}.fa-ruble:before,.fa-rouble:before,.fa-rub:before{content:"\f158"}.fa-won:before,.fa-krw:before{content:"\f159"}.fa-bitcoin:before,.fa-btc:before{content:"\f15a"}.fa-file:before{content:"\f15b"}.fa-file-text:before{content:"\f15c"}.fa-sort-alpha-asc:before{content:"\f15d"}.fa-sort-alpha-desc:before{content:"\f15e"}.fa-sort-amount-asc:before{content:"\f160"}.fa-sort-amount-desc:before{content:"\f161"}.fa-sort-numeric-asc:before{content:"\f162"}.fa-sort-numeric-desc:before{content:"\f163"}.fa-thumbs-up:before{content:"\f164"}.fa-thumbs-down:before{content:"\f165"}.fa-youtube-square:before{content:"\f166"}.fa-youtube:before{content:"\f167"}.fa-xing:before{content:"\f168"}.fa-xing-square:before{content:"\f169"}.fa-youtube-play:before{content:"\f16a"}.fa-dropbox:before{content:"\f16b"}.fa-stack-overflow:before{content:"\f16c"}.fa-instagram:before{content:"\f16d"}.fa-flickr:before{content:"\f16e"}.fa-adn:before{content:"\f170"}.fa-bitbucket:before{content:"\f171"}.fa-bitbucket-square:before{content:"\f172"}.fa-tumblr:before{content:"\f173"}.fa-tumblr-square:before{content:"\f174"}.fa-long-arrow-down:before{content:"\f175"}.fa-long-arrow-up:before{content:"\f176"}.fa-long-arrow-left:before{content:"\f177"}.fa-long-arrow-right:before{content:"\f178"}.fa-apple:before{content:"\f179"}.fa-windows:before{content:"\f17a"}.fa-android:before{content:"\f17b"}.fa-linux:before{content:"\f17c"}.fa-dribbble:before{content:"\f17d"}.fa-skype:before{content:"\f17e"}.fa-foursquare:before{content:"\f180"}.fa-trello:before{content:"\f181"}.fa-female:before{content:"\f182"}.fa-male:before{content:"\f183"}.fa-gittip:before,.fa-gratipay:before{content:"\f184"}.fa-sun-o:before{content:"\f185"}.fa-moon-o:before{content:"\f186"}.fa-archive:before{content:"\f187"}.fa-bug:before{content:"\f188"}.fa-vk:before{content:"\f189"}.fa-weibo:before{content:"\f18a"}.fa-renren:before{content:"\f18b"}.fa-pagelines:before{content:"\f18c"}.fa-stack-exchange:before{content:"\f18d"}.fa-arrow-circle-o-right:before{content:"\f18e"}.fa-arrow-circle-o-left:before{content:"\f190"}.fa-toggle-left:before,.fa-caret-square-o-left:before{content:"\f191"}.fa-dot-circle-o:before{content:"\f192"}.fa-wheelchair:before{content:"\f193"}.fa-vimeo-square:before{content:"\f194"}.fa-turkish-lira:before,.fa-try:before{content:"\f195"}.fa-plus-square-o:before{content:"\f196"}.fa-space-shuttle:before{content:"\f197"}.fa-slack:before{content:"\f198"}.fa-envelope-square:before{content:"\f199"}.fa-wordpress:before{content:"\f19a"}.fa-openid:before{content:"\f19b"}.fa-institution:before,.fa-bank:before,.fa-university:before{content:"\f19c"}.fa-mortar-board:before,.fa-graduation-cap:before{content:"\f19d"}.fa-yahoo:before{content:"\f19e"}.fa-google:before{content:"\f1a0"}.fa-reddit:before{content:"\f1a1"}.fa-reddit-square:before{content:"\f1a2"}.fa-stumbleupon-circle:before{content:"\f1a3"}.fa-stumbleupon:before{content:"\f1a4"}.fa-delicious:before{content:"\f1a5"}.fa-digg:before{content:"\f1a6"}.fa-pied-piper:before{content:"\f1a7"}.fa-pied-piper-alt:before{content:"\f1a8"}.fa-drupal:before{content:"\f1a9"}.fa-joomla:before{content:"\f1aa"}.fa-language:before{content:"\f1ab"}.fa-fax:before{content:"\f1ac"}.fa-building:before{content:"\f1ad"}.fa-child:before{content:"\f1ae"}.fa-paw:before{content:"\f1b0"}.fa-spoon:before{content:"\f1b1"}.fa-cube:before{content:"\f1b2"}.fa-cubes:before{content:"\f1b3"}.fa-behance:before{content:"\f1b4"}.fa-behance-square:before{content:"\f1b5"}.fa-steam:before{content:"\f1b6"}.fa-steam-square:before{content:"\f1b7"}.fa-recycle:before{content:"\f1b8"}.fa-automobile:before,.fa-car:before{content:"\f1b9"}.fa-cab:before,.fa-taxi:before{content:"\f1ba"}.fa-tree:before{content:"\f1bb"}.fa-spotify:before{content:"\f1bc"}.fa-deviantart:before{content:"\f1bd"}.fa-soundcloud:before{content:"\f1be"}.fa-database:before{content:"\f1c0"}.fa-file-pdf-o:before{content:"\f1c1"}.fa-file-word-o:before{content:"\f1c2"}.fa-file-excel-o:before{content:"\f1c3"}.fa-file-powerpoint-o:before{content:"\f1c4"}.fa-file-photo-o:before,.fa-file-picture-o:before,.fa-file-image-o:before{content:"\f1c5"}.fa-file-zip-o:before,.fa-file-archive-o:before{content:"\f1c6"}.fa-file-sound-o:before,.fa-file-audio-o:before{content:"\f1c7"}.fa-file-movie-o:before,.fa-file-video-o:before{content:"\f1c8"}.fa-file-code-o:before{content:"\f1c9"}.fa-vine:before{content:"\f1ca"}.fa-codepen:before{content:"\f1cb"}.fa-jsfiddle:before{content:"\f1cc"}.fa-life-bouy:before,.fa-life-buoy:before,.fa-life-saver:before,.fa-support:before,.fa-life-ring:before{content:"\f1cd"}.fa-circle-o-notch:before{content:"\f1ce"}.fa-ra:before,.fa-rebel:before{content:"\f1d0"}.fa-ge:before,.fa-empire:before{content:"\f1d1"}.fa-git-square:before{content:"\f1d2"}.fa-git:before{content:"\f1d3"}.fa-hacker-news:before{content:"\f1d4"}.fa-tencent-weibo:before{content:"\f1d5"}.fa-qq:before{content:"\f1d6"}.fa-wechat:before,.fa-weixin:before{content:"\f1d7"}.fa-send:before,.fa-paper-plane:before{content:"\f1d8"}.fa-send-o:before,.fa-paper-plane-o:before{content:"\f1d9"}.fa-history:before{content:"\f1da"}.fa-genderless:before,.fa-circle-thin:before{content:"\f1db"}.fa-header:before{content:"\f1dc"}.fa-paragraph:before{content:"\f1dd"}.fa-sliders:before{content:"\f1de"}.fa-share-alt:before{content:"\f1e0"}.fa-share-alt-square:before{content:"\f1e1"}.fa-bomb:before{content:"\f1e2"}.fa-soccer-ball-o:before,.fa-futbol-o:before{content:"\f1e3"}.fa-tty:before{content:"\f1e4"}.fa-binoculars:before{content:"\f1e5"}.fa-plug:before{content:"\f1e6"}.fa-slideshare:before{content:"\f1e7"}.fa-twitch:before{content:"\f1e8"}.fa-yelp:before{content:"\f1e9"}.fa-newspaper-o:before{content:"\f1ea"}.fa-wifi:before{content:"\f1eb"}.fa-calculator:before{content:"\f1ec"}.fa-paypal:before{content:"\f1ed"}.fa-google-wallet:before{content:"\f1ee"}.fa-cc-visa:before{content:"\f1f0"}.fa-cc-mastercard:before{content:"\f1f1"}.fa-cc-discover:before{content:"\f1f2"}.fa-cc-amex:before{content:"\f1f3"}.fa-cc-paypal:before{content:"\f1f4"}.fa-cc-stripe:before{content:"\f1f5"}.fa-bell-slash:before{content:"\f1f6"}.fa-bell-slash-o:before{content:"\f1f7"}.fa-trash:before{content:"\f1f8"}.fa-copyright:before{content:"\f1f9"}.fa-at:before{content:"\f1fa"}.fa-eyedropper:before{content:"\f1fb"}.fa-paint-brush:before{content:"\f1fc"}.fa-birthday-cake:before{content:"\f1fd"}.fa-area-chart:before{content:"\f1fe"}.fa-pie-chart:before{content:"\f200"}.fa-line-chart:before{content:"\f201"}.fa-lastfm:before{content:"\f202"}.fa-lastfm-square:before{content:"\f203"}.fa-toggle-off:before{content:"\f204"}.fa-toggle-on:before{content:"\f205"}.fa-bicycle:before{content:"\f206"}.fa-bus:before{content:"\f207"}.fa-ioxhost:before{content:"\f208"}.fa-angellist:before{content:"\f209"}.fa-cc:before{content:"\f20a"}.fa-shekel:before,.fa-sheqel:before,.fa-ils:before{content:"\f20b"}.fa-meanpath:before{content:"\f20c"}.fa-buysellads:before{content:"\f20d"}.fa-connectdevelop:before{content:"\f20e"}.fa-dashcube:before{content:"\f210"}.fa-forumbee:before{content:"\f211"}.fa-leanpub:before{content:"\f212"}.fa-sellsy:before{content:"\f213"}.fa-shirtsinbulk:before{content:"\f214"}.fa-simplybuilt:before{content:"\f215"}.fa-skyatlas:before{content:"\f216"}.fa-cart-plus:before{content:"\f217"}.fa-cart-arrow-down:before{content:"\f218"}.fa-diamond:before{content:"\f219"}.fa-ship:before{content:"\f21a"}.fa-user-secret:before{content:"\f21b"}.fa-motorcycle:before{content:"\f21c"}.fa-street-view:before{content:"\f21d"}.fa-heartbeat:before{content:"\f21e"}.fa-venus:before{content:"\f221"}.fa-mars:before{content:"\f222"}.fa-mercury:before{content:"\f223"}.fa-transgender:before{content:"\f224"}.fa-transgender-alt:before{content:"\f225"}.fa-venus-double:before{content:"\f226"}.fa-mars-double:before{content:"\f227"}.fa-venus-mars:before{content:"\f228"}.fa-mars-stroke:before{content:"\f229"}.fa-mars-stroke-v:before{content:"\f22a"}.fa-mars-stroke-h:before{content:"\f22b"}.fa-neuter:before{content:"\f22c"}.fa-facebook-official:before{content:"\f230"}.fa-pinterest-p:before{content:"\f231"}.fa-whatsapp:before{content:"\f232"}.fa-server:before{content:"\f233"}.fa-user-plus:before{content:"\f234"}.fa-user-times:before{content:"\f235"}.fa-hotel:before,.fa-bed:before{content:"\f236"}.fa-viacoin:before{content:"\f237"}.fa-train:before{content:"\f238"}.fa-subway:before{content:"\f239"}.fa-medium:before{content:"\f23a"}/*!
*
* IPython base
*
*/.modal.fade .modal-dialog{-webkit-transform:translate(0, 0);-ms-transform:translate(0, 0);-o-transform:translate(0, 0);transform:translate(0, 0)}code{color:#000}pre{font-size:inherit;line-height:inherit}label{font-weight:normal}.border-box-sizing{box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box}.corner-all{border-radius:2px}.no-padding{padding:0}.hbox{display:-webkit-box;-webkit-box-orient:horizontal;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:horizontal;-moz-box-align:stretch;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch}.hbox>*{-webkit-box-flex:0;-moz-box-flex:0;box-flex:0;flex:none}.vbox{display:-webkit-box;-webkit-box-orient:vertical;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:vertical;-moz-box-align:stretch;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch}.vbox>*{-webkit-box-flex:0;-moz-box-flex:0;box-flex:0;flex:none}.hbox.reverse,.vbox.reverse,.reverse{-webkit-box-direction:reverse;-moz-box-direction:reverse;box-direction:reverse;flex-direction:row-reverse}.hbox.box-flex0,.vbox.box-flex0,.box-flex0{-webkit-box-flex:0;-moz-box-flex:0;box-flex:0;flex:none;width:auto}.hbox.box-flex1,.vbox.box-flex1,.box-flex1{-webkit-box-flex:1;-moz-box-flex:1;box-flex:1;flex:1}.hbox.box-flex,.vbox.box-flex,.box-flex{-webkit-box-flex:1;-moz-box-flex:1;box-flex:1;flex:1}.hbox.box-flex2,.vbox.box-flex2,.box-flex2{-webkit-box-flex:2;-moz-box-flex:2;box-flex:2;flex:2}.box-group1{-webkit-box-flex-group:1;-moz-box-flex-group:1;box-flex-group:1}.box-group2{-webkit-box-flex-group:2;-moz-box-flex-group:2;box-flex-group:2}.hbox.start,.vbox.start,.start{-webkit-box-pack:start;-moz-box-pack:start;box-pack:start;justify-content:flex-start}.hbox.end,.vbox.end,.end{-webkit-box-pack:end;-moz-box-pack:end;box-pack:end;justify-content:flex-end}.hbox.center,.vbox.center,.center{-webkit-box-pack:center;-moz-box-pack:center;box-pack:center;justify-content:center}.hbox.baseline,.vbox.baseline,.baseline{-webkit-box-pack:baseline;-moz-box-pack:baseline;box-pack:baseline;justify-content:baseline}.hbox.stretch,.vbox.stretch,.stretch{-webkit-box-pack:stretch;-moz-box-pack:stretch;box-pack:stretch;justify-content:stretch}.hbox.align-start,.vbox.align-start,.align-start{-webkit-box-align:start;-moz-box-align:start;box-align:start;align-items:flex-start}.hbox.align-end,.vbox.align-end,.align-end{-webkit-box-align:end;-moz-box-align:end;box-align:end;align-items:flex-end}.hbox.align-center,.vbox.align-center,.align-center{-webkit-box-align:center;-moz-box-align:center;box-align:center;align-items:center}.hbox.align-baseline,.vbox.align-baseline,.align-baseline{-webkit-box-align:baseline;-moz-box-align:baseline;box-align:baseline;align-items:baseline}.hbox.align-stretch,.vbox.align-stretch,.align-stretch{-webkit-box-align:stretch;-moz-box-align:stretch;box-align:stretch;align-items:stretch}div.error{margin:2em;text-align:center}div.error>h1{font-size:500%;line-height:normal}div.error>p{font-size:200%;line-height:normal}div.traceback-wrapper{text-align:left;max-width:800px;margin:auto}body{background-color:#fff;position:absolute;left:0;right:0;top:0;bottom:0;overflow:visible}#header{display:none;background-color:#fff;position:relative;z-index:100}#header #header-container{padding-bottom:5px;padding-top:5px;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box}#header .header-bar{width:100%;height:1px;background:#e7e7e7;margin-bottom:-1px}@media print{#header{display:none !important}}#header-spacer{width:100%;visibility:hidden}@media print{#header-spacer{display:none}}#ipython_notebook{padding-left:0;padding-top:1px;padding-bottom:1px}@media (max-width:991px){#ipython_notebook{margin-left:10px}}#noscript{width:auto;padding-top:16px;padding-bottom:16px;text-align:center;font-size:22px;color:red;font-weight:bold}#ipython_notebook img{height:28px}#site{width:100%;display:none;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;overflow:auto}@media print{#site{height:auto !important}}.ui-button .ui-button-text{padding:.2em .8em;font-size:77%}input.ui-button{padding:.3em .9em}span#login_widget{float:right}span#login_widget>.button,#logout{color:#333;background-color:#fff;border-color:#ccc}span#login_widget>.button:hover,#logout:hover,span#login_widget>.button:focus,#logout:focus,span#login_widget>.button.focus,#logout.focus,span#login_widget>.button:active,#logout:active,span#login_widget>.button.active,#logout.active,.open>.dropdown-togglespan#login_widget>.button,.open>.dropdown-toggle#logout{color:#333;background-color:#e6e6e6;border-color:#adadad}span#login_widget>.button:active,#logout:active,span#login_widget>.button.active,#logout.active,.open>.dropdown-togglespan#login_widget>.button,.open>.dropdown-toggle#logout{background-image:none}span#login_widget>.button.disabled,#logout.disabled,span#login_widget>.button[disabled],#logout[disabled],fieldset[disabled] span#login_widget>.button,fieldset[disabled] #logout,span#login_widget>.button.disabled:hover,#logout.disabled:hover,span#login_widget>.button[disabled]:hover,#logout[disabled]:hover,fieldset[disabled] span#login_widget>.button:hover,fieldset[disabled] #logout:hover,span#login_widget>.button.disabled:focus,#logout.disabled:focus,span#login_widget>.button[disabled]:focus,#logout[disabled]:focus,fieldset[disabled] span#login_widget>.button:focus,fieldset[disabled] #logout:focus,span#login_widget>.button.disabled.focus,#logout.disabled.focus,span#login_widget>.button[disabled].focus,#logout[disabled].focus,fieldset[disabled] span#login_widget>.button.focus,fieldset[disabled] #logout.focus,span#login_widget>.button.disabled:active,#logout.disabled:active,span#login_widget>.button[disabled]:active,#logout[disabled]:active,fieldset[disabled] span#login_widget>.button:active,fieldset[disabled] #logout:active,span#login_widget>.button.disabled.active,#logout.disabled.active,span#login_widget>.button[disabled].active,#logout[disabled].active,fieldset[disabled] span#login_widget>.button.active,fieldset[disabled] #logout.active{background-color:#fff;border-color:#ccc}span#login_widget>.button .badge,#logout .badge{color:#fff;background-color:#333}.nav-header{text-transform:none}#header>span{margin-top:10px}.modal_stretch .modal-dialog{display:-webkit-box;-webkit-box-orient:vertical;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:vertical;-moz-box-align:stretch;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch;min-height:80vh}.modal_stretch .modal-dialog .modal-body{max-height:calc(100vh - 200px);overflow:auto;flex:1}@media (min-width:768px){.modal .modal-dialog{width:700px}}@media (min-width:768px){select.form-control{margin-left:12px;margin-right:12px}}/*!
*
* IPython auth
*
*/.center-nav{display:inline-block;margin-bottom:-4px}/*!
*
* IPython tree view
*
*/.alternate_upload{background-color:none;display:inline}.alternate_upload.form{padding:0;margin:0}.alternate_upload input.fileinput{display:inline;opacity:0;z-index:2;width:12ex;margin-right:-12ex}.alternate_upload .btn-upload{height:22px}ul#tabs{margin-bottom:4px}ul#tabs a{padding-top:6px;padding-bottom:4px}ul.breadcrumb a:focus,ul.breadcrumb a:hover{text-decoration:none}ul.breadcrumb i.icon-home{font-size:16px;margin-right:4px}ul.breadcrumb span{color:#5e5e5e}.list_toolbar{padding:4px 0 4px 0;vertical-align:middle}.list_toolbar .tree-buttons{padding-top:1px}.dynamic-buttons{padding-top:3px;display:inline-block}.list_toolbar [class*="span"]{min-height:24px}.list_header{font-weight:bold;background-color:#eee}.list_placeholder{font-weight:bold;padding-top:4px;padding-bottom:4px;padding-left:7px;padding-right:7px}.list_container{margin-top:4px;margin-bottom:20px;border:1px solid #ddd;border-radius:2px}.list_container>div{border-bottom:1px solid #ddd}.list_container>div:hover .list-item{background-color:red}.list_container>div:last-child{border:none}.list_item:hover .list_item{background-color:#ddd}.list_item a{text-decoration:none}.list_item:hover{background-color:#fafafa}.action_col{text-align:right}.list_header>div,.list_item>div{padding-top:4px;padding-bottom:4px;padding-left:7px;padding-right:7px;line-height:22px}.list_header>div input,.list_item>div input{margin-right:7px;margin-left:14px;vertical-align:baseline;line-height:22px;position:relative;top:-1px}.list_header>div .item_link,.list_item>div .item_link{margin-left:-1px;vertical-align:baseline;line-height:22px}.new-file input[type=checkbox]{visibility:hidden}.item_name{line-height:22px;height:24px}.item_icon{font-size:14px;color:#5e5e5e;margin-right:7px;margin-left:7px;line-height:22px;vertical-align:baseline}.item_buttons{line-height:1em;margin-left:-5px}.item_buttons .btn-group,.item_buttons .input-group{float:left}.item_buttons>.btn,.item_buttons>.btn-group,.item_buttons>.input-group{margin-left:5px}.item_buttons .btn{min-width:13ex}.item_buttons .running-indicator{padding-top:4px;color:#5cb85c}.toolbar_info{height:24px;line-height:24px}input.nbname_input,input.engine_num_input{padding-top:3px;padding-bottom:3px;height:22px;line-height:14px;margin:0}input.engine_num_input{width:60px}.highlight_text{color:blue}#project_name{display:inline-block;padding-left:7px;margin-left:-2px}#project_name>.breadcrumb{padding:0;margin-bottom:0;background-color:transparent;font-weight:bold}#tree-selector{padding-right:0}#button-select-all{min-width:50px}#select-all{margin-left:7px;margin-right:2px}.menu_icon{margin-right:2px}.tab-content .row{margin-left:0;margin-right:0}.folder_icon:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;transform:translate(0, 0);content:"\f114"}.folder_icon:before.pull-left{margin-right:.3em}.folder_icon:before.pull-right{margin-left:.3em}.notebook_icon:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;transform:translate(0, 0);content:"\f02d";position:relative;top:-1px}.notebook_icon:before.pull-left{margin-right:.3em}.notebook_icon:before.pull-right{margin-left:.3em}.running_notebook_icon:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;transform:translate(0, 0);content:"\f02d";position:relative;top:-1px;color:#5cb85c}.running_notebook_icon:before.pull-left{margin-right:.3em}.running_notebook_icon:before.pull-right{margin-left:.3em}.file_icon:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;transform:translate(0, 0);content:"\f016";position:relative;top:-2px}.file_icon:before.pull-left{margin-right:.3em}.file_icon:before.pull-right{margin-left:.3em}#notebook_toolbar .pull-right{padding-top:0;margin-right:-1px}ul#new-menu{left:auto;right:0}.kernel-menu-icon{padding-right:12px;width:24px;content:"\f096"}.kernel-menu-icon:before{content:"\f096"}.kernel-menu-icon-current:before{content:"\f00c"}#tab_content{padding-top:20px}#running .panel-group .panel{margin-top:3px;margin-bottom:1em}#running .panel-group .panel .panel-heading{background-color:#eee;padding-top:4px;padding-bottom:4px;padding-left:7px;padding-right:7px;line-height:22px}#running .panel-group .panel .panel-heading a:focus,#running .panel-group .panel .panel-heading a:hover{text-decoration:none}#running .panel-group .panel .panel-body{padding:0}#running .panel-group .panel .panel-body .list_container{margin-top:0;margin-bottom:0;border:0;border-radius:0}#running .panel-group .panel .panel-body .list_container .list_item{border-bottom:1px solid #ddd}#running .panel-group .panel .panel-body .list_container .list_item:last-child{border-bottom:0}.delete-button{display:none}.duplicate-button{display:none}.rename-button{display:none}.shutdown-button{display:none}.dynamic-instructions{display:inline-block;padding-top:4px}/*!
*
* IPython text editor webapp
*
*/.selected-keymap i.fa{padding:0 5px}.selected-keymap i.fa:before{content:"\f00c"}#mode-menu{overflow:auto;max-height:20em}.edit_app #header{-webkit-box-shadow:0 0 12px 1px rgba(87,87,87,0.2);box-shadow:0 0 12px 1px rgba(87,87,87,0.2)}.edit_app #menubar .navbar{margin-bottom:-1px}.dirty-indicator{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;transform:translate(0, 0);width:20px}.dirty-indicator.pull-left{margin-right:.3em}.dirty-indicator.pull-right{margin-left:.3em}.dirty-indicator-dirty{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;transform:translate(0, 0);width:20px}.dirty-indicator-dirty.pull-left{margin-right:.3em}.dirty-indicator-dirty.pull-right{margin-left:.3em}.dirty-indicator-clean{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;transform:translate(0, 0);width:20px}.dirty-indicator-clean.pull-left{margin-right:.3em}.dirty-indicator-clean.pull-right{margin-left:.3em}.dirty-indicator-clean:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;transform:translate(0, 0);content:"\f00c"}.dirty-indicator-clean:before.pull-left{margin-right:.3em}.dirty-indicator-clean:before.pull-right{margin-left:.3em}#filename{font-size:16pt;display:table;padding:0 5px}#current-mode{padding-left:5px;padding-right:5px}#texteditor-backdrop{padding-top:20px;padding-bottom:20px}@media not print{#texteditor-backdrop{background-color:#eee}}@media print{#texteditor-backdrop #texteditor-container .CodeMirror-gutter,#texteditor-backdrop #texteditor-container .CodeMirror-gutters{background-color:#fff}}@media not print{#texteditor-backdrop #texteditor-container .CodeMirror-gutter,#texteditor-backdrop #texteditor-container .CodeMirror-gutters{background-color:#fff}}@media not print{#texteditor-backdrop #texteditor-container{padding:0;background-color:#fff;-webkit-box-shadow:0 0 12px 1px rgba(87,87,87,0.2);box-shadow:0 0 12px 1px rgba(87,87,87,0.2)}}/*!
*
* IPython notebook
*
*/.ansibold{font-weight:bold}.ansiblack{color:black}.ansired{color:darkred}.ansigreen{color:darkgreen}.ansiyellow{color:#c4a000}.ansiblue{color:darkblue}.ansipurple{color:darkviolet}.ansicyan{color:steelblue}.ansigray{color:gray}.ansibgblack{background-color:black}.ansibgred{background-color:red}.ansibggreen{background-color:green}.ansibgyellow{background-color:yellow}.ansibgblue{background-color:blue}.ansibgpurple{background-color:magenta}.ansibgcyan{background-color:cyan}.ansibggray{background-color:gray}div.cell{border:1px solid transparent;display:-webkit-box;-webkit-box-orient:vertical;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:vertical;-moz-box-align:stretch;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch;border-radius:2px;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;border-width:thin;border-style:solid;width:100%;padding:5px;margin:0;outline:none}div.cell.selected{border-color:#ababab}@media print{div.cell.selected{border-color:transparent}}.edit_mode div.cell.selected{border-color:green}@media print{.edit_mode div.cell.selected{border-color:transparent}}.prompt{min-width:14ex;padding:.4em;margin:0;font-family:monospace;text-align:right;line-height:1.21429em}@media (max-width:540px){.prompt{text-align:left}}div.inner_cell{display:-webkit-box;-webkit-box-orient:vertical;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:vertical;-moz-box-align:stretch;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch;-webkit-box-flex:1;-moz-box-flex:1;box-flex:1;flex:1}@-moz-document url-prefix(){div.inner_cell{overflow-x:hidden}}div.input_area{border:1px solid #cfcfcf;border-radius:2px;background:#f7f7f7;line-height:1.21429em}div.prompt:empty{padding-top:0;padding-bottom:0}div.unrecognized_cell{padding:5px 5px 5px 0;display:-webkit-box;-webkit-box-orient:horizontal;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:horizontal;-moz-box-align:stretch;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch}div.unrecognized_cell .inner_cell{border-radius:2px;padding:5px;font-weight:bold;color:red;border:1px solid #cfcfcf;background:#eaeaea}div.unrecognized_cell .inner_cell a{color:inherit;text-decoration:none}div.unrecognized_cell .inner_cell a:hover{color:inherit;text-decoration:none}@media (max-width:540px){div.unrecognized_cell>div.prompt{display:none}}@media print{div.code_cell{page-break-inside:avoid}}div.input{page-break-inside:avoid;display:-webkit-box;-webkit-box-orient:horizontal;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:horizontal;-moz-box-align:stretch;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch}@media (max-width:540px){div.input{display:-webkit-box;-webkit-box-orient:vertical;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:vertical;-moz-box-align:stretch;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch}}div.input_prompt{color:navy;border-top:1px solid transparent}div.input_area>div.highlight{margin:.4em;border:none;padding:0;background-color:transparent}div.input_area>div.highlight>pre{margin:0;border:none;padding:0;background-color:transparent}.CodeMirror{line-height:1.21429em;font-size:14px;height:auto;background:none}.CodeMirror-scroll{overflow-y:hidden;overflow-x:auto}.CodeMirror-lines{padding:.4em}.CodeMirror-linenumber{padding:0 8px 0 4px}.CodeMirror-gutters{border-bottom-left-radius:2px;border-top-left-radius:2px}.CodeMirror pre{padding:0;border:0;border-radius:0}.highlight-base{color:#000}.highlight-variable{color:#000}.highlight-variable-2{color:#1a1a1a}.highlight-variable-3{color:#333}.highlight-string{color:#ba2121}.highlight-comment{color:#408080;font-style:italic}.highlight-number{color:#080}.highlight-atom{color:#88f}.highlight-keyword{color:#008000;font-weight:bold}.highlight-builtin{color:#008000}.highlight-error{color:#f00}.highlight-operator{color:#a2f;font-weight:bold}.highlight-meta{color:#a2f}.highlight-def{color:#00f}.highlight-string-2{color:#f50}.highlight-qualifier{color:#555}.highlight-bracket{color:#997}.highlight-tag{color:#170}.highlight-attribute{color:#00c}.highlight-header{color:blue}.highlight-quote{color:#090}.highlight-link{color:#00c}.cm-s-ipython span.cm-keyword{color:#008000;font-weight:bold}.cm-s-ipython span.cm-atom{color:#88f}.cm-s-ipython span.cm-number{color:#080}.cm-s-ipython span.cm-def{color:#00f}.cm-s-ipython span.cm-variable{color:#000}.cm-s-ipython span.cm-operator{color:#a2f;font-weight:bold}.cm-s-ipython span.cm-variable-2{color:#1a1a1a}.cm-s-ipython span.cm-variable-3{color:#333}.cm-s-ipython span.cm-comment{color:#408080;font-style:italic}.cm-s-ipython span.cm-string{color:#ba2121}.cm-s-ipython span.cm-string-2{color:#f50}.cm-s-ipython span.cm-meta{color:#a2f}.cm-s-ipython span.cm-qualifier{color:#555}.cm-s-ipython span.cm-builtin{color:#008000}.cm-s-ipython span.cm-bracket{color:#997}.cm-s-ipython span.cm-tag{color:#170}.cm-s-ipython span.cm-attribute{color:#00c}.cm-s-ipython span.cm-header{color:blue}.cm-s-ipython span.cm-quote{color:#090}.cm-s-ipython span.cm-link{color:#00c}.cm-s-ipython span.cm-error{color:#f00}.cm-s-ipython span.cm-tab{background:url();background-position:right;background-repeat:no-repeat}div.output_wrapper{position:relative;display:-webkit-box;-webkit-box-orient:vertical;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:vertical;-moz-box-align:stretch;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch;z-index:1}div.output_scroll{height:24em;width:100%;overflow:auto;border-radius:2px;-webkit-box-shadow:inset 0 2px 8px rgba(0,0,0,0.8);box-shadow:inset 0 2px 8px rgba(0,0,0,0.8);display:block}div.output_collapsed{margin:0;padding:0;display:-webkit-box;-webkit-box-orient:vertical;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:vertical;-moz-box-align:stretch;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch}div.out_prompt_overlay{height:100%;padding:0 .4em;position:absolute;border-radius:2px}div.out_prompt_overlay:hover{-webkit-box-shadow:inset 0 0 1px #000;box-shadow:inset 0 0 1px #000;background:rgba(240,240,240,0.5)}div.output_prompt{color:darkred}div.output_area{padding:0;page-break-inside:avoid;display:-webkit-box;-webkit-box-orient:horizontal;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:horizontal;-moz-box-align:stretch;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch}div.output_area .MathJax_Display{text-align:left !important}div.output_area .rendered_html table{margin-left:0;margin-right:0}div.output_area .rendered_html img{margin-left:0;margin-right:0}div.output_area img,div.output_area svg{max-width:100%;height:auto}div.output_area img.unconfined,div.output_area svg.unconfined{max-width:none}.output{display:-webkit-box;-webkit-box-orient:vertical;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:vertical;-moz-box-align:stretch;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch}@media (max-width:540px){div.output_area{display:-webkit-box;-webkit-box-orient:vertical;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:vertical;-moz-box-align:stretch;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch}}div.output_area pre{margin:0;padding:0;border:0;vertical-align:baseline;color:black;background-color:transparent;border-radius:0}div.output_subarea{overflow-x:auto;padding:.4em;-webkit-box-flex:1;-moz-box-flex:1;box-flex:1;flex:1;max-width:calc(100% - 14ex)}div.output_text{text-align:left;color:#000;line-height:1.21429em}div.output_stderr{background:#fdd}div.output_latex{text-align:left}div.output_javascript:empty{padding:0}.js-error{color:darkred}div.raw_input_container{font-family:monospace;padding-top:5px}input.raw_input{font-family:inherit;font-size:inherit;color:inherit;width:auto;vertical-align:baseline;padding:0 .25em;margin:0 .25em}input.raw_input:focus{box-shadow:none}p.p-space{margin-bottom:10px}div.output_unrecognized{padding:5px;font-weight:bold;color:red}div.output_unrecognized a{color:inherit;text-decoration:none}div.output_unrecognized a:hover{color:inherit;text-decoration:none}.rendered_html{color:#000}.rendered_html em{font-style:italic}.rendered_html strong{font-weight:bold}.rendered_html u{text-decoration:underline}.rendered_html :link{text-decoration:underline}.rendered_html :visited{text-decoration:underline}.rendered_html h1{font-size:185.7%;margin:1.08em 0 0 0;font-weight:bold;line-height:1}.rendered_html h2{font-size:157.1%;margin:1.27em 0 0 0;font-weight:bold;line-height:1}.rendered_html h3{font-size:128.6%;margin:1.55em 0 0 0;font-weight:bold;line-height:1}.rendered_html h4{font-size:100%;margin:2em 0 0 0;font-weight:bold;line-height:1}.rendered_html h5{font-size:100%;margin:2em 0 0 0;font-weight:bold;line-height:1;font-style:italic}.rendered_html h6{font-size:100%;margin:2em 0 0 0;font-weight:bold;line-height:1;font-style:italic}.rendered_html h1:first-child{margin-top:.538em}.rendered_html h2:first-child{margin-top:.636em}.rendered_html h3:first-child{margin-top:.777em}.rendered_html h4:first-child{margin-top:1em}.rendered_html h5:first-child{margin-top:1em}.rendered_html h6:first-child{margin-top:1em}.rendered_html ul{list-style:disc;margin:0 2em;padding-left:0}.rendered_html ul ul{list-style:square;margin:0 2em}.rendered_html ul ul ul{list-style:circle;margin:0 2em}.rendered_html ol{list-style:decimal;margin:0 2em;padding-left:0}.rendered_html ol ol{list-style:upper-alpha;margin:0 2em}.rendered_html ol ol ol{list-style:lower-alpha;margin:0 2em}.rendered_html ol ol ol ol{list-style:lower-roman;margin:0 2em}.rendered_html ol ol ol ol ol{list-style:decimal;margin:0 2em}.rendered_html *+ul{margin-top:1em}.rendered_html *+ol{margin-top:1em}.rendered_html hr{color:black;background-color:black}.rendered_html pre{margin:1em 2em}.rendered_html pre,.rendered_html code{border:0;background-color:#fff;color:#000;font-size:100%;padding:0}.rendered_html blockquote{margin:1em 2em}.rendered_html table{margin-left:auto;margin-right:auto;border:1px solid black;border-collapse:collapse}.rendered_html tr,.rendered_html th,.rendered_html td{border:1px solid black;border-collapse:collapse;margin:1em 2em}.rendered_html td,.rendered_html th{text-align:left;vertical-align:middle;padding:4px}.rendered_html th{font-weight:bold}.rendered_html *+table{margin-top:1em}.rendered_html p{text-align:left}.rendered_html *+p{margin-top:1em}.rendered_html img{display:block;margin-left:auto;margin-right:auto}.rendered_html *+img{margin-top:1em}.rendered_html img,.rendered_html svg{max-width:100%;height:auto}.rendered_html img.unconfined,.rendered_html svg.unconfined{max-width:none}div.text_cell{display:-webkit-box;-webkit-box-orient:horizontal;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:horizontal;-moz-box-align:stretch;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch}@media (max-width:540px){div.text_cell>div.prompt{display:none}}div.text_cell_render{outline:none;resize:none;width:inherit;border-style:none;padding:.5em .5em .5em .4em;color:#000;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box}a.anchor-link:link{text-decoration:none;padding:0 20px;visibility:hidden}h1:hover .anchor-link,h2:hover .anchor-link,h3:hover .anchor-link,h4:hover .anchor-link,h5:hover .anchor-link,h6:hover .anchor-link{visibility:visible}.text_cell.rendered .input_area{display:none}.text_cell.rendered .rendered_html{overflow-x:auto}.text_cell.unrendered .text_cell_render{display:none}.cm-header-1,.cm-header-2,.cm-header-3,.cm-header-4,.cm-header-5,.cm-header-6{font-weight:bold;font-family:"Helvetica Neue",Helvetica,Arial,sans-serif}.cm-header-1{font-size:185.7%}.cm-header-2{font-size:157.1%}.cm-header-3{font-size:128.6%}.cm-header-4{font-size:110%}.cm-header-5{font-size:100%;font-style:italic}.cm-header-6{font-size:100%;font-style:italic}.widget-interact>div,.widget-interact>input{padding:2.5px}.widget-area{page-break-inside:avoid;display:-webkit-box;-webkit-box-orient:horizontal;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:horizontal;-moz-box-align:stretch;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch}.widget-area .widget-subarea{padding:.44em .4em .4em 1px;margin-left:6px;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;display:-webkit-box;-webkit-box-orient:vertical;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:vertical;-moz-box-align:stretch;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch;-webkit-box-flex:2;-moz-box-flex:2;box-flex:2;flex:2;-webkit-box-align:start;-moz-box-align:start;box-align:start;align-items:flex-start}.widget-area.connection-problems .prompt:after{content:"\f127";font-family:'FontAwesome';color:#d9534f;font-size:14px;top:3px;padding:3px}.slide-track{border:1px solid #ccc;background:#fff;border-radius:2px}.widget-hslider{padding-left:8px;padding-right:2px;overflow:visible;width:350px;height:5px;max-height:5px;margin-top:13px;margin-bottom:10px;border:1px solid #ccc;background:#fff;border-radius:2px;display:-webkit-box;-webkit-box-orient:horizontal;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:horizontal;-moz-box-align:stretch;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch}.widget-hslider .ui-slider{border:0;background:none;display:-webkit-box;-webkit-box-orient:horizontal;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:horizontal;-moz-box-align:stretch;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch;-webkit-box-flex:1;-moz-box-flex:1;box-flex:1;flex:1}.widget-hslider .ui-slider .ui-slider-handle{width:12px;height:28px;margin-top:-8px;border-radius:2px}.widget-hslider .ui-slider .ui-slider-range{height:12px;margin-top:-4px;background:#eee}.widget-vslider{padding-bottom:5px;overflow:visible;width:5px;max-width:5px;height:250px;margin-left:12px;border:1px solid #ccc;background:#fff;border-radius:2px;display:-webkit-box;-webkit-box-orient:vertical;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:vertical;-moz-box-align:stretch;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch}.widget-vslider .ui-slider{border:0;background:none;margin-left:-4px;margin-top:5px;display:-webkit-box;-webkit-box-orient:vertical;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:vertical;-moz-box-align:stretch;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch;-webkit-box-flex:1;-moz-box-flex:1;box-flex:1;flex:1}.widget-vslider .ui-slider .ui-slider-handle{width:28px;height:12px;margin-left:-9px;border-radius:2px}.widget-vslider .ui-slider .ui-slider-range{width:12px;margin-left:-1px;background:#eee}.widget-text{width:350px;margin:0}.widget-listbox{width:350px;margin-bottom:0}.widget-numeric-text{width:150px;margin:0}.widget-progress{margin-top:6px;min-width:350px}.widget-progress .progress-bar{-webkit-transition:none;-moz-transition:none;-ms-transition:none;-o-transition:none;transition:none}.widget-combo-btn{min-width:125px}.widget_item .dropdown-menu li a{color:inherit}.widget-hbox{display:-webkit-box;-webkit-box-orient:horizontal;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:horizontal;-moz-box-align:stretch;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch}.widget-hbox input[type="checkbox"]{margin-top:9px;margin-bottom:10px}.widget-hbox .widget-label{min-width:10ex;padding-right:8px;padding-top:5px;text-align:right;vertical-align:text-top}.widget-hbox .widget-readout{padding-left:8px;padding-top:5px;text-align:left;vertical-align:text-top}.widget-vbox{display:-webkit-box;-webkit-box-orient:vertical;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:vertical;-moz-box-align:stretch;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch}.widget-vbox .widget-label{padding-bottom:5px;text-align:center;vertical-align:text-bottom}.widget-vbox .widget-readout{padding-top:5px;text-align:center;vertical-align:text-top}.widget-box{box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;-webkit-box-align:start;-moz-box-align:start;box-align:start;align-items:flex-start}.widget-radio-box{display:-webkit-box;-webkit-box-orient:vertical;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:vertical;-moz-box-align:stretch;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;padding-top:4px}.widget-radio-box label{margin-top:0;margin-left:20px}/*!
*
* IPython notebook webapp
*
*/@media (max-width:767px){.notebook_app{padding-left:0;padding-right:0}}#ipython-main-app{box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;height:100%}div#notebook_panel{margin:0;padding:0;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;height:100%}#notebook{font-size:14px;line-height:20px;overflow-y:hidden;overflow-x:auto;width:100%;padding-top:20px;margin:0;outline:none;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;min-height:100%}@media not print{#notebook-container{padding:15px;background-color:#fff;min-height:0;-webkit-box-shadow:0 0 12px 1px rgba(87,87,87,0.2);box-shadow:0 0 12px 1px rgba(87,87,87,0.2)}}div.ui-widget-content{border:1px solid #ababab;outline:none}pre.dialog{background-color:#f7f7f7;border:1px solid #ddd;border-radius:2px;padding:.4em;padding-left:2em}p.dialog{padding:.2em}pre,code,kbd,samp{white-space:pre-wrap}#fonttest{font-family:monospace}p{margin-bottom:0}.end_space{min-height:100px;transition:height .2s ease}.notebook_app #header{-webkit-box-shadow:0 0 12px 1px rgba(87,87,87,0.2);box-shadow:0 0 12px 1px rgba(87,87,87,0.2)}@media not print{.notebook_app{background-color:#eee}}.celltoolbar{border:thin solid #cfcfcf;border-bottom:none;background:#eee;border-radius:2px 2px 0 0;width:100%;height:29px;padding-right:4px;display:-webkit-box;-webkit-box-orient:horizontal;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:horizontal;-moz-box-align:stretch;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch;-webkit-box-pack:end;-moz-box-pack:end;box-pack:end;justify-content:flex-end}@media print{.celltoolbar{display:none}}.ctb_hideshow{display:none;vertical-align:bottom}.ctb_global_show .ctb_show.ctb_hideshow{display:block}.ctb_global_show .ctb_show+.input_area,.ctb_global_show .ctb_show+div.text_cell_input,.ctb_global_show .ctb_show~div.text_cell_render{border-top-right-radius:0;border-top-left-radius:0}.ctb_global_show .ctb_show~div.text_cell_render{border:1px solid #cfcfcf}.celltoolbar{font-size:87%;padding-top:3px}.celltoolbar select{display:block;width:100%;height:32px;padding:6px 12px;font-size:13px;line-height:1.42857143;color:#555;background-color:#fff;background-image:none;border:1px solid #ccc;border-radius:2px;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);-webkit-transition:border-color ease-in-out .15s, box-shadow ease-in-out .15s;-o-transition:border-color ease-in-out .15s, box-shadow ease-in-out .15s;transition:border-color ease-in-out .15s, box-shadow ease-in-out .15s;height:30px;padding:5px 10px;font-size:12px;line-height:1.5;border-radius:1px;width:inherit;font-size:inherit;height:22px;padding:0;display:inline-block}.celltoolbar select:focus{border-color:#66afe9;outline:0;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);box-shadow:inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6)}.celltoolbar select::-moz-placeholder{color:#999;opacity:1}.celltoolbar select:-ms-input-placeholder{color:#999}.celltoolbar select::-webkit-input-placeholder{color:#999}.celltoolbar select[disabled],.celltoolbar select[readonly],fieldset[disabled] .celltoolbar select{cursor:not-allowed;background-color:#eee;opacity:1}textarea.celltoolbar select{height:auto}select.celltoolbar select{height:30px;line-height:30px}textarea.celltoolbar select,select[multiple].celltoolbar select{height:auto}.celltoolbar label{margin-left:5px;margin-right:5px}.completions{position:absolute;z-index:10;overflow:hidden;border:1px solid #ababab;border-radius:2px;-webkit-box-shadow:0 6px 10px -1px #adadad;box-shadow:0 6px 10px -1px #adadad}.completions select{background:white;outline:none;border:none;padding:0;margin:0;overflow:auto;font-family:monospace;font-size:110%;color:#000;width:auto}.completions select option.context{color:#286090}#kernel_logo_widget{float:right !important;float:right}#kernel_logo_widget .current_kernel_logo{display:none;margin-top:-1px;margin-bottom:-1px;width:32px;height:32px}#menubar{box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;margin-top:1px}#menubar .navbar{border-top:1px;border-radius:0 0 2px 2px;margin-bottom:0}#menubar .navbar-toggle{float:left;padding-top:7px;padding-bottom:7px;border:none}#menubar .navbar-collapse{clear:left}.nav-wrapper{border-bottom:1px solid #e7e7e7}i.menu-icon{padding-top:4px}ul#help_menu li a{overflow:hidden;padding-right:2.2em}ul#help_menu li a i{margin-right:-1.2em}.dropdown-submenu{position:relative}.dropdown-submenu>.dropdown-menu{top:0;left:100%;margin-top:-6px;margin-left:-1px}.dropdown-submenu:hover>.dropdown-menu{display:block}.dropdown-submenu>a:after{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;transform:translate(0, 0);display:block;content:"\f0da";float:right;color:#333;margin-top:2px;margin-right:-10px}.dropdown-submenu>a:after.pull-left{margin-right:.3em}.dropdown-submenu>a:after.pull-right{margin-left:.3em}.dropdown-submenu:hover>a:after{color:#262626}.dropdown-submenu.pull-left{float:none}.dropdown-submenu.pull-left>.dropdown-menu{left:-100%;margin-left:10px}#notification_area{float:right !important;float:right;z-index:10}.indicator_area{float:right !important;float:right;color:#777;margin-left:5px;margin-right:5px;width:11px;z-index:10;text-align:center;width:auto}#kernel_indicator{float:right !important;float:right;color:#777;margin-left:5px;margin-right:5px;width:11px;z-index:10;text-align:center;width:auto;border-left:1px solid}#kernel_indicator .kernel_indicator_name{padding-left:5px;padding-right:5px}#modal_indicator{float:right !important;float:right;color:#777;margin-left:5px;margin-right:5px;width:11px;z-index:10;text-align:center;width:auto}#readonly-indicator{float:right !important;float:right;color:#777;margin-left:5px;margin-right:5px;width:11px;z-index:10;text-align:center;width:auto;margin-top:2px;margin-bottom:0;margin-left:0;margin-right:0;display:none}.modal_indicator:before{width:1.28571429em;text-align:center}.edit_mode .modal_indicator:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;transform:translate(0, 0);content:"\f040"}.edit_mode .modal_indicator:before.pull-left{margin-right:.3em}.edit_mode .modal_indicator:before.pull-right{margin-left:.3em}.command_mode .modal_indicator:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;transform:translate(0, 0);content:' '}.command_mode .modal_indicator:before.pull-left{margin-right:.3em}.command_mode .modal_indicator:before.pull-right{margin-left:.3em}.kernel_idle_icon:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;transform:translate(0, 0);content:"\f10c"}.kernel_idle_icon:before.pull-left{margin-right:.3em}.kernel_idle_icon:before.pull-right{margin-left:.3em}.kernel_busy_icon:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;transform:translate(0, 0);content:"\f111"}.kernel_busy_icon:before.pull-left{margin-right:.3em}.kernel_busy_icon:before.pull-right{margin-left:.3em}.kernel_dead_icon:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;transform:translate(0, 0);content:"\f1e2"}.kernel_dead_icon:before.pull-left{margin-right:.3em}.kernel_dead_icon:before.pull-right{margin-left:.3em}.kernel_disconnected_icon:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;transform:translate(0, 0);content:"\f127"}.kernel_disconnected_icon:before.pull-left{margin-right:.3em}.kernel_disconnected_icon:before.pull-right{margin-left:.3em}.notification_widget{color:#777;z-index:10;background:rgba(240,240,240,0.5);margin-right:4px;color:#333;background-color:#fff;border-color:#ccc}.notification_widget:hover,.notification_widget:focus,.notification_widget.focus,.notification_widget:active,.notification_widget.active,.open>.dropdown-toggle.notification_widget{color:#333;background-color:#e6e6e6;border-color:#adadad}.notification_widget:active,.notification_widget.active,.open>.dropdown-toggle.notification_widget{background-image:none}.notification_widget.disabled,.notification_widget[disabled],fieldset[disabled] .notification_widget,.notification_widget.disabled:hover,.notification_widget[disabled]:hover,fieldset[disabled] .notification_widget:hover,.notification_widget.disabled:focus,.notification_widget[disabled]:focus,fieldset[disabled] .notification_widget:focus,.notification_widget.disabled.focus,.notification_widget[disabled].focus,fieldset[disabled] .notification_widget.focus,.notification_widget.disabled:active,.notification_widget[disabled]:active,fieldset[disabled] .notification_widget:active,.notification_widget.disabled.active,.notification_widget[disabled].active,fieldset[disabled] .notification_widget.active{background-color:#fff;border-color:#ccc}.notification_widget .badge{color:#fff;background-color:#333}.notification_widget.warning{color:#fff;background-color:#f0ad4e;border-color:#eea236}.notification_widget.warning:hover,.notification_widget.warning:focus,.notification_widget.warning.focus,.notification_widget.warning:active,.notification_widget.warning.active,.open>.dropdown-toggle.notification_widget.warning{color:#fff;background-color:#ec971f;border-color:#d58512}.notification_widget.warning:active,.notification_widget.warning.active,.open>.dropdown-toggle.notification_widget.warning{background-image:none}.notification_widget.warning.disabled,.notification_widget.warning[disabled],fieldset[disabled] .notification_widget.warning,.notification_widget.warning.disabled:hover,.notification_widget.warning[disabled]:hover,fieldset[disabled] .notification_widget.warning:hover,.notification_widget.warning.disabled:focus,.notification_widget.warning[disabled]:focus,fieldset[disabled] .notification_widget.warning:focus,.notification_widget.warning.disabled.focus,.notification_widget.warning[disabled].focus,fieldset[disabled] .notification_widget.warning.focus,.notification_widget.warning.disabled:active,.notification_widget.warning[disabled]:active,fieldset[disabled] .notification_widget.warning:active,.notification_widget.warning.disabled.active,.notification_widget.warning[disabled].active,fieldset[disabled] .notification_widget.warning.active{background-color:#f0ad4e;border-color:#eea236}.notification_widget.warning .badge{color:#f0ad4e;background-color:#fff}.notification_widget.success{color:#fff;background-color:#5cb85c;border-color:#4cae4c}.notification_widget.success:hover,.notification_widget.success:focus,.notification_widget.success.focus,.notification_widget.success:active,.notification_widget.success.active,.open>.dropdown-toggle.notification_widget.success{color:#fff;background-color:#449d44;border-color:#398439}.notification_widget.success:active,.notification_widget.success.active,.open>.dropdown-toggle.notification_widget.success{background-image:none}.notification_widget.success.disabled,.notification_widget.success[disabled],fieldset[disabled] .notification_widget.success,.notification_widget.success.disabled:hover,.notification_widget.success[disabled]:hover,fieldset[disabled] .notification_widget.success:hover,.notification_widget.success.disabled:focus,.notification_widget.success[disabled]:focus,fieldset[disabled] .notification_widget.success:focus,.notification_widget.success.disabled.focus,.notification_widget.success[disabled].focus,fieldset[disabled] .notification_widget.success.focus,.notification_widget.success.disabled:active,.notification_widget.success[disabled]:active,fieldset[disabled] .notification_widget.success:active,.notification_widget.success.disabled.active,.notification_widget.success[disabled].active,fieldset[disabled] .notification_widget.success.active{background-color:#5cb85c;border-color:#4cae4c}.notification_widget.success .badge{color:#5cb85c;background-color:#fff}.notification_widget.info{color:#fff;background-color:#5bc0de;border-color:#46b8da}.notification_widget.info:hover,.notification_widget.info:focus,.notification_widget.info.focus,.notification_widget.info:active,.notification_widget.info.active,.open>.dropdown-toggle.notification_widget.info{color:#fff;background-color:#31b0d5;border-color:#269abc}.notification_widget.info:active,.notification_widget.info.active,.open>.dropdown-toggle.notification_widget.info{background-image:none}.notification_widget.info.disabled,.notification_widget.info[disabled],fieldset[disabled] .notification_widget.info,.notification_widget.info.disabled:hover,.notification_widget.info[disabled]:hover,fieldset[disabled] .notification_widget.info:hover,.notification_widget.info.disabled:focus,.notification_widget.info[disabled]:focus,fieldset[disabled] .notification_widget.info:focus,.notification_widget.info.disabled.focus,.notification_widget.info[disabled].focus,fieldset[disabled] .notification_widget.info.focus,.notification_widget.info.disabled:active,.notification_widget.info[disabled]:active,fieldset[disabled] .notification_widget.info:active,.notification_widget.info.disabled.active,.notification_widget.info[disabled].active,fieldset[disabled] .notification_widget.info.active{background-color:#5bc0de;border-color:#46b8da}.notification_widget.info .badge{color:#5bc0de;background-color:#fff}.notification_widget.danger{color:#fff;background-color:#d9534f;border-color:#d43f3a}.notification_widget.danger:hover,.notification_widget.danger:focus,.notification_widget.danger.focus,.notification_widget.danger:active,.notification_widget.danger.active,.open>.dropdown-toggle.notification_widget.danger{color:#fff;background-color:#c9302c;border-color:#ac2925}.notification_widget.danger:active,.notification_widget.danger.active,.open>.dropdown-toggle.notification_widget.danger{background-image:none}.notification_widget.danger.disabled,.notification_widget.danger[disabled],fieldset[disabled] .notification_widget.danger,.notification_widget.danger.disabled:hover,.notification_widget.danger[disabled]:hover,fieldset[disabled] .notification_widget.danger:hover,.notification_widget.danger.disabled:focus,.notification_widget.danger[disabled]:focus,fieldset[disabled] .notification_widget.danger:focus,.notification_widget.danger.disabled.focus,.notification_widget.danger[disabled].focus,fieldset[disabled] .notification_widget.danger.focus,.notification_widget.danger.disabled:active,.notification_widget.danger[disabled]:active,fieldset[disabled] .notification_widget.danger:active,.notification_widget.danger.disabled.active,.notification_widget.danger[disabled].active,fieldset[disabled] .notification_widget.danger.active{background-color:#d9534f;border-color:#d43f3a}.notification_widget.danger .badge{color:#d9534f;background-color:#fff}div#pager{background-color:#fff;font-size:14px;line-height:20px;overflow:hidden;display:none;position:fixed;bottom:0;width:100%;max-height:50%;padding-top:8px;-webkit-box-shadow:0 0 12px 1px rgba(87,87,87,0.2);box-shadow:0 0 12px 1px rgba(87,87,87,0.2);z-index:100;top:auto !important}div#pager pre{line-height:1.21429em;color:#000;background-color:#f7f7f7;padding:.4em}div#pager #pager-button-area{position:absolute;top:8px;right:20px}div#pager #pager-contents{position:relative;overflow:auto;width:100%;height:100%}div#pager #pager-contents #pager-container{position:relative;padding:15px 0;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box}div#pager .ui-resizable-handle{top:0;height:8px;background:#f7f7f7;border-top:1px solid #cfcfcf;border-bottom:1px solid #cfcfcf}div#pager .ui-resizable-handle::after{content:'';top:2px;left:50%;height:3px;width:30px;margin-left:-15px;position:absolute;border-top:1px solid #cfcfcf}.quickhelp{display:-webkit-box;-webkit-box-orient:horizontal;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:horizontal;-moz-box-align:stretch;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch}.shortcut_key{display:inline-block;width:20ex;text-align:right;font-family:monospace}.shortcut_descr{display:inline-block;-webkit-box-flex:1;-moz-box-flex:1;box-flex:1;flex:1}span.save_widget{margin-top:6px}span.save_widget span.filename{height:1em;line-height:1em;padding:3px;margin-left:16px;border:none;font-size:146.5%;border-radius:2px}span.save_widget span.filename:hover{background-color:#e6e6e6}span.checkpoint_status,span.autosave_status{font-size:small}@media (max-width:767px){span.save_widget{font-size:small}span.checkpoint_status,span.autosave_status{display:none}}@media (min-width:768px) and (max-width:991px){span.checkpoint_status{display:none}span.autosave_status{font-size:x-small}}.toolbar{padding:0;margin-left:-5px;margin-top:2px;margin-bottom:5px;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box}.toolbar select,.toolbar label{width:auto;vertical-align:middle;margin-right:2px;margin-bottom:0;display:inline;font-size:92%;margin-left:.3em;margin-right:.3em;padding:0;padding-top:3px}.toolbar .btn{padding:2px 8px}.toolbar .btn-group{margin-top:0;margin-left:5px}#maintoolbar{margin-bottom:-3px;margin-top:-8px;border:0;min-height:27px;margin-left:0;padding-top:11px;padding-bottom:3px}#maintoolbar .navbar-text{float:none;vertical-align:middle;text-align:right;margin-left:5px;margin-right:0;margin-top:0}.select-xs{height:24px}@-moz-keyframes fadeOut{from{opacity:1}to{opacity:0}}@-webkit-keyframes fadeOut{from{opacity:1}to{opacity:0}}@-moz-keyframes fadeIn{from{opacity:0}to{opacity:1}}@-webkit-keyframes fadeIn{from{opacity:0}to{opacity:1}}.bigtooltip{overflow:auto;height:200px;-webkit-transition-property:height;-webkit-transition-duration:500ms;-moz-transition-property:height;-moz-transition-duration:500ms;transition-property:height;transition-duration:500ms}.smalltooltip{-webkit-transition-property:height;-webkit-transition-duration:500ms;-moz-transition-property:height;-moz-transition-duration:500ms;transition-property:height;transition-duration:500ms;text-overflow:ellipsis;overflow:hidden;height:80px}.tooltipbuttons{position:absolute;padding-right:15px;top:0;right:0}.tooltiptext{padding-right:30px}.ipython_tooltip{max-width:700px;-webkit-animation:fadeOut 400ms;-moz-animation:fadeOut 400ms;animation:fadeOut 400ms;-webkit-animation:fadeIn 400ms;-moz-animation:fadeIn 400ms;animation:fadeIn 400ms;vertical-align:middle;background-color:#f7f7f7;overflow:visible;border:#ababab 1px solid;outline:none;padding:3px;margin:0;padding-left:7px;font-family:monospace;min-height:50px;-moz-box-shadow:0 6px 10px -1px #adadad;-webkit-box-shadow:0 6px 10px -1px #adadad;box-shadow:0 6px 10px -1px #adadad;border-radius:2px;position:absolute;z-index:1000}.ipython_tooltip a{float:right}.ipython_tooltip .tooltiptext pre{border:0;border-radius:0;font-size:100%;background-color:#f7f7f7}.pretooltiparrow{left:0;margin:0;top:-16px;width:40px;height:16px;overflow:hidden;position:absolute}.pretooltiparrow:before{background-color:#f7f7f7;border:1px #ababab solid;z-index:11;content:"";position:absolute;left:15px;top:10px;width:25px;height:25px;-webkit-transform:rotate(45deg);-moz-transform:rotate(45deg);-ms-transform:rotate(45deg);-o-transform:rotate(45deg)}.terminal-app{background:#eee}.terminal-app #header{background:#fff;-webkit-box-shadow:0 0 12px 1px rgba(87,87,87,0.2);box-shadow:0 0 12px 1px rgba(87,87,87,0.2)}.terminal-app .terminal{float:left;font-family:monospace;color:white;background:black;padding:.4em;border-radius:2px;-webkit-box-shadow:0 0 12px 1px rgba(87,87,87,0.4);box-shadow:0 0 12px 1px rgba(87,87,87,0.4)}.terminal-app .terminal,.terminal-app .terminal dummy-screen{line-height:1em;font-size:14px}.terminal-app .terminal-cursor{color:black;background:white}.terminal-app #terminado-container{margin-top:20px}/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
    </style>
<style type="text/css">
    /*
Placeholder for custom user CSS

mainly to be overridden in profile/static/custom/custom.css

This will always be an empty file in IPython
*/

    </style>


<style type="text/css">
/* Overrides of notebook CSS for static HTML export */
body {
  overflow: visible;
  padding: 8px;
}

div#notebook {
  overflow: visible;
  border-top: none;
}

@media print {
  div.cell {
    display: block;
    page-break-inside: avoid;
  } 
  div.output_wrapper { 
    display: block;
    page-break-inside: avoid; 
  }
  div.output { 
    display: block;
    page-break-inside: avoid; 
  }
}
</style>

<!-- Custom stylesheet, it must be in the same directory as the html file -->
<link rel="stylesheet" href="custom.css">

<!-- Loading mathjax macro -->
<!-- Load mathjax -->
    <script src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS_HTML"></script>
    <!-- MathJax configuration -->
    <script type="text/x-mathjax-config">
    MathJax.Hub.Config({
        tex2jax: {
            inlineMath: [ ['$','$'], ["\\(","\\)"] ],
            displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
            processEscapes: true,
            processEnvironments: true
        },
        // Center justify equations in code and markdown cells. Elsewhere
        // we use CSS to left justify single line equations in code cells.
        displayAlign: 'center',
        "HTML-CSS": {
            styles: {'.MathJax_Display': {"margin": 0}},
            linebreaks: { automatic: true }
        }
    });
    </script>
    <!-- End of mathjax configuration -->

</head>
<body>
  <div tabindex="-1" id="notebook" class="border-box-sizing">
    <div class="container" id="notebook-container">

<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[1]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span class="kn">import</span> <span class="nn">numpy</span><span class="o">,</span> <span class="nn">scipy</span><span class="o">,</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span><span class="o">,</span> <span class="nn">sklearn</span><span class="o">,</span> <span class="nn">urllib</span><span class="o">,</span> <span class="nn">IPython.display</span><span class="o">,</span> <span class="nn">stanford_mir</span>
<span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s">&#39;figure.figsize&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="mi">14</span><span class="p">,</span><span class="mi">5</span><span class="p">)</span>
</pre></div>

</div>
</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><a href="index.html">&larr; Back to Index</a></p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="Basic-Feature-Extraction">Basic Feature Extraction<a class="anchor-link" href="#Basic-Feature-Extraction">&#182;</a></h1>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Somehow, we must extract the characteristics of our audio signal that are most relevant to the problem we are trying to solve. For example, if we want to classify instruments by timbre, we will want features that distinguish sounds by their timbre and not their pitch. If we want to perform pitch detection, we want features that distinguish pitch and not timbre.</p>
<p>This process is known as feature extraction.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Let's begin with twenty audio files: ten kick drum samples, and ten snare drum samples. Each audio file contains one drum hit.</p>
<p>For convenience, we will use <code>stanford_mir.download_drum_samples</code> to download this data set at once.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[2]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span class="n">kick_filepaths</span><span class="p">,</span> <span class="n">snare_filepaths</span> <span class="o">=</span> <span class="n">stanford_mir</span><span class="o">.</span><span class="n">download_drum_samples</span><span class="p">()</span>
</pre></div>

</div>
</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Read and store each signal:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[3]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span class="n">kick_signals</span> <span class="o">=</span> <span class="p">[</span>
    <span class="n">librosa</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">p</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">kick_filepaths</span>
<span class="p">]</span>
<span class="n">snare_signals</span> <span class="o">=</span> <span class="p">[</span>
    <span class="n">librosa</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">p</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">snare_filepaths</span>
<span class="p">]</span>
</pre></div>

</div>
</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Display the kick drum signals:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[4]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">kick_signals</span><span class="p">):</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span>
    <span class="n">librosa</span><span class="o">.</span><span class="n">display</span><span class="o">.</span><span class="n">waveplot</span><span class="p">(</span><span class="n">x</span><span class="p">[:</span><span class="mi">10000</span><span class="p">])</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
</pre></div>

</div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area"><div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="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"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Display the snare drum signals:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[5]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">snare_signals</span><span class="p">):</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span>
    <span class="n">librosa</span><span class="o">.</span><span class="n">display</span><span class="o">.</span><span class="n">waveplot</span><span class="p">(</span><span class="n">x</span><span class="p">[:</span><span class="mi">10000</span><span class="p">])</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
</pre></div>

</div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area"><div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="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"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Constructing-a-Feature-Vector">Constructing a Feature Vector<a class="anchor-link" href="#Constructing-a-Feature-Vector">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>A <em>feature vector</em> is simply a collection of features. Here is a simple function that constructs a two-dimensional feature vector from a signal:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[6]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span class="k">def</span> <span class="nf">extract_features</span><span class="p">(</span><span class="n">signal</span><span class="p">):</span>
    <span class="k">return</span> <span class="p">[</span>
        <span class="n">librosa</span><span class="o">.</span><span class="n">feature</span><span class="o">.</span><span class="n">zero_crossing_rate</span><span class="p">(</span><span class="n">signal</span><span class="p">)[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">],</span>
        <span class="n">librosa</span><span class="o">.</span><span class="n">feature</span><span class="o">.</span><span class="n">spectral_centroid</span><span class="p">(</span><span class="n">signal</span><span class="p">)[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">],</span>
    <span class="p">]</span>
</pre></div>

</div>
</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>If we want to aggregate all of the feature vectors among signals in a collection, we can use a list comprehension as follows:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[7]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span class="n">kick_features</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">extract_features</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">kick_signals</span><span class="p">])</span>
<span class="n">snare_features</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">extract_features</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">snare_signals</span><span class="p">])</span>
</pre></div>

</div>
</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Visualize the differences in features by plotting separate histograms for each of the classes:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[8]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">kick_features</span><span class="p">[:,</span><span class="mi">0</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="s">&#39;b&#39;</span><span class="p">,</span> <span class="nb">range</span><span class="o">=</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mf">0.1</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">snare_features</span><span class="p">[:,</span><span class="mi">0</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="s">&#39;r&#39;</span><span class="p">,</span> <span class="nb">range</span><span class="o">=</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mf">0.1</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">((</span><span class="s">&#39;kicks&#39;</span><span class="p">,</span> <span class="s">&#39;snares&#39;</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s">&#39;Zero Crossing Rate&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">&#39;Count&#39;</span><span class="p">)</span>
</pre></div>

</div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area"><div class="prompt output_prompt">Out[8]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.text.Text at 0x10e04f750&gt;</pre>
</div>

</div>

<div class="output_area"><div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="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==
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[9]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">kick_features</span><span class="p">[:,</span><span class="mi">1</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="s">&#39;b&#39;</span><span class="p">,</span> <span class="nb">range</span><span class="o">=</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">4000</span><span class="p">),</span> <span class="n">bins</span><span class="o">=</span><span class="mi">40</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.5</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">snare_features</span><span class="p">[:,</span><span class="mi">1</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="s">&#39;r&#39;</span><span class="p">,</span> <span class="nb">range</span><span class="o">=</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">4000</span><span class="p">),</span> <span class="n">bins</span><span class="o">=</span><span class="mi">40</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.5</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">((</span><span class="s">&#39;kicks&#39;</span><span class="p">,</span> <span class="s">&#39;snares&#39;</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s">&#39;Spectral Centroid (frqeuency bin)&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">&#39;Count&#39;</span><span class="p">)</span>
</pre></div>

</div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area"><div class="prompt output_prompt">Out[9]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.text.Text at 0x10d235850&gt;</pre>
</div>

</div>

<div class="output_area"><div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="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"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Feature-Scaling">Feature Scaling<a class="anchor-link" href="#Feature-Scaling">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>The features that we used in the previous example included zero crossing rate and spectral centroid. These two features are expressed using different units. This discrepancy can pose problems when performing classification later. Therefore, we will normalize each feature vector to a common range and store the normalization parameters for later use.</p>
<p>Many techniques exist for scaling your features. For now, we'll use <a href="http://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.MinMaxScaler.html"><code>sklearn.preprocessing.MinMaxScaler</code></a>.  <code>MinMaxScaler</code> returns an array of scaled values such that each feature dimension is in the range -1 to 1.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Let's concatenate all of our feature vectors into one <em>feature table</em>:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[10]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span class="n">feature_table</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">vstack</span><span class="p">((</span><span class="n">kick_features</span><span class="p">,</span> <span class="n">snare_features</span><span class="p">))</span>
<span class="k">print</span> <span class="n">feature_table</span><span class="o">.</span><span class="n">shape</span>
</pre></div>

</div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area"><div class="prompt"></div>
<div class="output_subarea output_stream output_stdout output_text">
<pre>(20, 2)
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Scale each feature dimension to be in the range -1 to 1:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[11]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span class="n">scaler</span> <span class="o">=</span> <span class="n">sklearn</span><span class="o">.</span><span class="n">preprocessing</span><span class="o">.</span><span class="n">MinMaxScaler</span><span class="p">(</span><span class="n">feature_range</span><span class="o">=</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">))</span>
<span class="n">training_features</span> <span class="o">=</span> <span class="n">scaler</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">feature_table</span><span class="p">)</span>
<span class="k">print</span> <span class="n">training_features</span><span class="o">.</span><span class="n">min</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="k">print</span> <span class="n">training_features</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
</pre></div>

</div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area"><div class="prompt"></div>
<div class="output_subarea output_stream output_stdout output_text">
<pre>[-1. -1.]
[ 1.  1.]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Plot the scaled features:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[12]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">training_features</span><span class="p">[:</span><span class="mi">10</span><span class="p">,</span><span class="mi">0</span><span class="p">],</span> <span class="n">training_features</span><span class="p">[:</span><span class="mi">10</span><span class="p">,</span><span class="mi">1</span><span class="p">],</span> <span class="n">c</span><span class="o">=</span><span class="s">&#39;b&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">training_features</span><span class="p">[</span><span class="mi">10</span><span class="p">:,</span><span class="mi">0</span><span class="p">],</span> <span class="n">training_features</span><span class="p">[</span><span class="mi">10</span><span class="p">:,</span><span class="mi">1</span><span class="p">],</span> <span class="n">c</span><span class="o">=</span><span class="s">&#39;r&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s">&#39;Zero Crossing Rate&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">&#39;Spectral Centroid&#39;</span><span class="p">)</span>
</pre></div>

</div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area"><div class="prompt output_prompt">Out[12]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.text.Text at 0x10e2dda50&gt;</pre>
</div>

</div>

<div class="output_area"><div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="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"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><a href="index.html">&larr; Back to Index</a></p>

</div>
</div>
</div>
    </div>
  </div>
</body>
</html>
